Health Research Publications

<!DOCTYPE html> <html lang="en"> <head> <meta charset="utf-8"> <link rel="canonical" href="https://health.google/health-research/publications/"> <meta content="initial-scale=1, minimum-scale=1, width=device-width" name="viewport"> <title>Health Research Publications - Google Health</title> <meta name="description" content="Our health research publications allow us to share ideas and work collaboratively through comprehensive publications and associated blog posts."> <meta name="twitter:card" content="summary_large_image"> <meta property="og:title" content="Health Research Publications - Google Health"> <meta property="og:description" content="Our health research publications allow us to share ideas and work collaboratively through comprehensive publications and associated blog posts."> <meta property="og:image" content="https://lh3.googleusercontent.com/P9bFpbrQKPNXoeQSaozanEMjdzWVOa9nxLql4PyTIsdD55J8bMmUwWg-kVGtgvIJA4grRssKRCPMreDelgbaAyYN3XtnbaKWExlYwMgksbypXNvF3Ss=w1050"> <meta name="referrer" content="no-referrer" /> <link rel="apple-touch-icon-precomposed" sizes="180x180" href="https://www.gstatic.com/images/branding/googleg/2x/googleg_standard_color_192dp.png"> <link rel="icon" type="image/png" sizes="32x32" href="https://www.gstatic.com/images/branding/product/ico/googleg_standard_32dp.ico"> <link rel="icon" type="image/png" sizes="16x16" href="https://www.gstatic.com/images/branding/product/ico/googleg_standard_16dp.ico"> <link rel="shortcut icon" href="https://www.gstatic.com/images/branding/product/ico/googleg_alldp.ico"> <link rel="stylesheet" href="https://fonts.googleapis.com/icon?family=Material+Icons" nonce="DEaJZ8aj5_v-2VWHClV_zg"> <link href="https://fonts.googleapis.com/css?family=Google+Sans+Text:400,500,700,400i,500i,700i|Google+Sans:400,500|Google+Sans+Display:400|Product+Sans:400&display=swap&lang=en" rel="stylesheet" nonce="DEaJZ8aj5_v-2VWHClV_zg"> <link href="/static/css/index.min.css?cache=e919d3e" rel="stylesheet" nonce="DEaJZ8aj5_v-2VWHClV_zg"> <link href="https://www.gstatic.com/glue/cookienotificationbar/cookienotificationbar.min.css" rel="stylesheet" nonce="DEaJZ8aj5_v-2VWHClV_zg"> <script async src="https://www.gstatic.com/external_hosted/autotrack/autotrack.js" nonce="DEaJZ8aj5_v-2VWHClV_zg"></script> <script nonce="DEaJZ8aj5_v-2VWHClV_zg"> (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start': new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0], j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src= 'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f); })(window,document,'script','dataLayer','GTM-KPXNCCH'); </script> </head> <body class="glue-body g-h-body g-h-body--health-research-publications"> <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-KPXNCCH" class="hide-gtm"></iframe></noscript> <header class="glue-header glue-header--double single-nav" glue-header-options='{"drawer": "true", "hideOnScroll": "true", "steppedNav": "false"}'> <div class="glue-header__bar glue-header__bar--mobile g-h-nav__bar--mobile"> <div class="glue-header__tier"> <div class="glue-header__container"> <div class="glue-header__lock-up"> <div class="glue-header__hamburger glue-header__hamburger--first-tier"> <div class="glue-header__hamburger-wrapper"> <button type="button" class="glue-header__drawer-toggle-btn" aria-controls="drawer" aria-expanded="false" aria-label="Open the navigation drawer"> <svg role="presentation" aria-hidden="true" class="glue-icon glue-icon--24px"><use xlink:href="#menu"></use></svg> </button> </div> </div> <div class="glue-header__logo"> <a class="glue-header__logo-link" href="/" title="Google Health"> <div class="glue-header__logo-container "> <svg role="presentation" aria-hidden="true" class="glue-header__logo-svg"> <use xlink:href="#google-color-logo"></use> </svg> </div> <p class="glue-header__logo--product">Health</p> </a> </div> </div> </div> </div> </div> <div class="glue-header__bar glue-header__bar--desktop glue-header__drawer" id="drawer"> <div class="glue-header__tier"> <div class="glue-header__container"> <a href="#content" class="glue-header__link glue-header__skip-content" aria-label="Skip to Content"> <p class="glue-header__skip-content-text">Skip to Content</p> </a> <div class="glue-header__lock-up"> <div class="glue-header__logo"> <a class="glue-header__logo-link" href="/" title="Google Health"> <div class="glue-header__logo-container "> <svg role="presentation" aria-hidden="true" class="glue-header__logo-svg"> <use xlink:href="#google-color-logo"></use> </svg> </div> <p class="glue-header__logo--product">Health</p> </a> </div> </div> </div> <div class="glue-header__container glue-header__container--flex-auto"> <nav class="glue-header__link-bar mobile-menu"> <ul id="list-1" class="glue-header__list glue-header__link-bar--arrow"> <li class="glue-header__item" aria-level="1"> <a href="/" class="glue-header__link" aria-label="Our mission"> Our mission </a> <ul id="list-2" class="mega-nested glue-header__list glue-header__list--nested"> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/the-check-up/" aria-label="The Check Up">The Check Up</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/health-equity/" aria-label="Health equity">Health equity</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/strategic-health-solutions/" aria-label="Strategic Solutions">Strategic Solutions</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/privacy/" aria-label="Privacy">Privacy</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/about-us/" aria-label="About us">About us</a> </li> </ul> </li> <li class="glue-header__item" aria-level="1"> <a href="/consumers/" class="glue-header__link" aria-label="For consumers"> For consumers </a> <ul id="list-2" class="mega-nested glue-header__list glue-header__list--nested"> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link scroll-to-anim-section-js" href="/consumers/#fitbit" aria-label="Fitbit">Fitbit</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/consumers/health-studies/" aria-label="Health Studies">Health Studies</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/consumers/search/" aria-label="Google Search">Google Search</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link scroll-to-anim-section-js" href="/consumers/#youtube" aria-label="YouTube">YouTube</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="https://www.google.com/fit/" aria-label="Google Fit" target="_blank" rel="noopener noreferrer">Google Fit</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/health-connect-android/" aria-label="Health Connect">Health Connect</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link scroll-to-anim-section-js" href="/consumers/#nest" aria-label="Nest">Nest</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/consumers/self-assessments/" aria-label="Self-assessments">Self-assessments</a> </li> </ul> </li> <li class="glue-header__item" aria-level="1"> <a href="/caregivers/" class="glue-header__link" aria-label="For caregivers"> For caregivers </a> <ul id="list-2" class="mega-nested glue-header__list glue-header__list--nested"> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/caregivers/arda/" aria-label="ARDA">ARDA</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/caregivers/care-studio/" aria-label="Care Studio">Care Studio</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/caregivers/mammography/" aria-label="Mammography">Mammography</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/caregivers/ultrasound/" aria-label="Ultrasound">Ultrasound</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/caregivers/#Google-cloud" aria-label="Google Cloud">Google Cloud</a> </li> </ul> </li> <li class="glue-header__item" aria-level="1"> <a href="/public-health/" class="glue-header__link" aria-label="For healthy communities"> For healthy communities </a> </li> <li class="glue-header__item glue-header--is-active" aria-level="1"> <a href="/health-research/" class="glue-header__link" aria-label="For researchers"> For researchers </a> <ul id="list-2" class="mega-nested glue-header__list glue-header__list--nested"> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/health-research/imaging-and-diagnostics/" aria-label="Imaging & Diagnostics">Imaging & Diagnostics</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/health-research/mobile-sensing/" aria-label="Mobile sensing">Mobile sensing</a> </li> <li class="glue-header__item" aria-level="2"> <a class="glue-header__link" href="/health-research/genomics/" aria-label="Genomics">Genomics</a> </li> <li class="glue-header__item glue-header--is-active" aria-level="2"> <a class="glue-header__link" href="/health-research/publications/" aria-label="Publications">Publications</a> </li> </ul> </li> <li class="glue-header__item" aria-level="1"> <a href="/partners/" class="glue-header__link" aria-label="Our Partners"> Our Partners </a> </li> </ul> </nav> <nav class="glue-header__link-bar desktop-menu"> <ul id="list-1" class="glue-header__list glue-header__link-bar--arrow"> <li class="glue-header__item mega-list" aria-level="1"> <div class="mega-parent"> <div data-nav-name="our-mission" class="header-navlist"> <a href="/" class="glue-header__link mega-parent--disabled our-mission" tabindex="-1"> Our mission </a> </div> <div class="mega-child" data-mega-child="our-mission"> <svg role="presentation" aria-hidden="true" class="glue-icon glue-icon--20px overview-tile-link-icon close-button"> <use xlink:href="/static/img/glue-icons.svg#close"></use> </svg> <div class="glue-grid glue-page"> <div class="glue-grid__col glue-grid__col--span-4"><p><a class="menu-link" aria-label="Overview" href="/"> Overview</a></p> <p><a class="menu-link" aria-label="The Check Up" href="/the-check-up/"> The Check Up</a></p> <p><a class="menu-link" aria-label="Health equity" href="/health-equity/"> Health equity</a></p> <p><a class="menu-link" aria-label="Strategic Solutions" href="/strategic-health-solutions/"> Strategic Solutions</a></p> <p><a class="menu-link" aria-label="Privacy" href="/privacy/"> Privacy</a></p> <p><a class="menu-link" aria-label="About us" href="/about-us/"> About us</a></p> </div> <div class="glue-grid__col glue-grid__col--span-8 details-block"> <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-4 glue-grid__col--align-middle"> <p class="glue-headline glue-headline--headline-5">The Check Up</p> <p class="glue-caption glue-mod-spacer-3-bottom">Learn from Dr. Karen DeSalvo and others about Google Health, our company-wide effort to help billions of people be healthier.</p> <a class="watch-now glue-button glue-button--low-emphasis" href="../../the-check-up/" title="Watch now">Watch now</a> </div> <div class="glue-grid__col glue-grid__col--span-4 glue-grid__col--align-middle details-align"> <div class="details-event glue-mod-text-center"> <h2 class="details-event-headline"> The <span class="new-line"></span>Check Up </h2> <p class="details-event-sub-title"> <span>with</span> <img src="https://lh3.googleusercontent.com/b7alfdaGgoO1vAyTD3Ne5AjlSkxcmiXQepmXEIRiWop7w-5oszyr_gQz8d8Wtfx8PdaIbBWhLoyDd9o4ZSeyIfW5AckQENj0bMGvk5cqKYd6gnOg7i4=e30" class="details-event-solid-logo" alt="Google Health"> </p> </div> <img class="details-image" src="https://lh3.googleusercontent.com/WWa-DWrmQaP12bgR5Or93_lNe6bZYwpwiDI8ksbxOFx2-tCHtmS6Gs1bhKf9TAf9QtNXJNbLm3OpVDPDQ90noVUsUVp2g1OV1RLvA8N1JACc6ip91A=e30" alt="The Check Up with Google Health"> </div> </div> </div> </div> </div> <div class="backdrop"></div> </div> <ul id="list-2" class="mega-nested glue-header__list glue-header__list--nested"> <li aria-level="2" class="glue-header__item"> <a class="glue-header__link" href="/" aria-label="Overview">Overview</a> </li> <li aria-level="2" class="glue-header__item"> <a class="glue-header__link" href="/the-check-up/" aria-label="The Check Up">The Check Up</a> </li> <li aria-level="2" class="glue-header__item"> <a class="glue-header__link" href="/health-equity/" aria-label="Health equity">Health equity</a> </li> <li aria-level="2" class="glue-header__item"> <a class="glue-header__link" href="/strategic-health-solutions/" aria-label="Strategic Solutions">Strategic Solutions</a> </li> <li aria-level="2" class="glue-header__item"> <a class="glue-header__link" href="/privacy/" aria-label="Privacy">Privacy</a> </li> <li aria-level="2" class="glue-header__item"> <a class="glue-header__link" href="/about-us/" aria-label="About us">About us</a> </li> </ul> </li> <li class="glue-header__item mega-list glue-header--is-active" aria-level="1"> <div class="mega-parent"> <div data-nav-name="how-we-help" class="header-navlist"> <a href="/consumers/" class="glue-header__link mega-parent--disabled how-we-help " tabindex="-1"> Our products </a> </div> <div class="mega-child" data-mega-child="how-we-help"> <svg role="presentation" aria-hidden="true" class="glue-icon glue-icon--20px overview-tile-link-icon close-button"> <use xlink:href="/static/img/glue-icons.svg#close"></use> </svg> <div class="glue-grid glue-page"> <div class="glue-grid__col glue-grid__col--span-6-lg glue-grid__col--span-4"> <p class="menu-heading glue-mod-spacer-3-bottom">Consumers</p> <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-3-lg glue-grid__col--span-2"> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" aria-label="Overview" href="/consumers/"> Overview </a> </p> </div> <div class="glue-grid__col glue-grid__col--span-3-lg glue-grid__col--span-2"> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link scroll-to-anim-section-js" aria-label="YouTube" href="/consumers/#youtube"> YouTube </a> </p> </div> <div class="glue-grid__col glue-grid__col--span-3-lg glue-grid__col--span-2"> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" aria-label="Google Fit" href="https://www.google.com/fit/" target="_blank" rel="noopener noreferrer"> Google Fit <svg role="presentation" aria-hidden="true" class="glue-icon glue-icon--18px overview-tile-link-icon"> <use xlink:href="/static/img/glue-icons.svg#open-in-new"></use> </svg> </a> </p> </div> <div class="glue-grid__col glue-grid__col--span-3-lg glue-grid__col--span-2"> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link scroll-to-anim-section-js" aria-label="Fitbit" href="/consumers/#fitbit"> Fitbit </a> </p> </div> <div class="glue-grid__col glue-grid__col--span-3-lg glue-grid__col--span-2"> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" aria-label="Health Connect" href="/health-connect-android/"> Health Connect </a> </p> </div> <div class="glue-grid__col glue-grid__col--span-3-lg glue-grid__col--span-2"> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" aria-label="Google Health Studies" href="/consumers/health-studies/"> Google Health Studies </a> </p> </div> <div class="glue-grid__col glue-grid__col--span-3-lg glue-grid__col--span-2"> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link scroll-to-anim-section-js" aria-label="Nest" href="/consumers/#nest"> Nest </a> </p> </div> <div class="glue-grid__col glue-grid__col--span-3-lg glue-grid__col--span-2"> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" aria-label="Google Search" href="/consumers/search/"> Google Search </a> </p> </div> <div class="glue-grid__col glue-grid__col--span-3-lg glue-grid__col--span-2"> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" aria-label="Self-assessments" href="/consumers/self-assessments/"> Self-assessments </a> </p> </div> </div> </div> <div class="glue-grid__col glue-grid__col--span-2"> <p class="menu-heading glue-mod-spacer-3-bottom">Caregivers</p> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" href="/caregivers/" aria-label="Overview"> Overview </a> </p> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" href="/caregivers/arda/" aria-label="ARDA"> ARDA </a> </p> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" href="/caregivers/care-studio/" aria-label="Care Studio"> Care Studio </a> </p> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" href="/caregivers/mammography/" aria-label="Mammography"> Mammography </a> </p> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" href="/caregivers/ultrasound/" aria-label="Ultrasound"> Ultrasound </a> </p> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" href="/caregivers/#Google-cloud" aria-label="Google Cloud"> Google Cloud </a> </p> </div> <div class="glue-grid__col glue-grid__col--span-2"> <p class="menu-heading glue-mod-spacer-3-bottom">Communities</p> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" href="/public-health/" aria-label="Overview"> Overview </a> </p> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" href="/public-health/#tools" aria-label="Data and tools"> Data and tools </a> </p> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" href="/public-health/#research" aria-label="Research"> Research </a> </p> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" href="/public-health/#community-information" aria-label="Informing communities"> Informing communities </a> </p> </div> <div class="glue-grid__col glue-grid__col--span-2"> <p class="menu-heading glue-mod-spacer-3-bottom">Researchers</p> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" href="/health-research/" aria-label="Overview"> Overview </a> </p> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" href="/health-research/genomics/" aria-label="Genomics"> Genomics </a> </p> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" href="/health-research/imaging-and-diagnostics/" aria-label="Imaging & Diagnostics"> Imaging & Diagnostics </a> </p> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" href="/health-research/mobile-sensing/" aria-label="Mobile sensing"> Mobile sensing </a> </p> <p class="menu-text glue-mod-spacer-3-bottom"> <a class="menu-link" href="/health-research/publications/" aria-label="Publications"> Publications </a> </p> </div> </div> </div> <div class="backdrop"></div> </div> </li> <li class="glue-header__item" aria-level="1"> <div> <div class="header-navlist"> <a href="/partners/" class="glue-header__link our-partners" aria-label="Our partners"> Our partners </a> </div> </div> </li> </ul> </nav> </div> </div> </div> <div class="glue-header__drawer-backdrop"></div> </header> <main class="g-h-main g-h-main--publications"> <div class="g-h-swoop g-h-swoop--publications-swoop-1"> <svg xmlns="https://www.w3.org/2000/svg" class="g-h-swoop-image" width="337.947" height="821.354" viewBox="0 0 337.947 821.354"><path d="M.661.98s756.358 153 0 819.624" fill="none" stroke="#fbbc04" stroke-miterlimit="10" stroke-width="2"/></svg> </div> <section class="g-h-block-style glue-mod-spacer-6-top glue-mod-spacer-8-bottom glue-mod-text-center"> <div class="glue-page"> <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-1-md"></div> <div class="glue-grid__col glue-grid__col--span-8 glue-grid__col--span-10-md"> <div class="g-h-text"> <div class="g-h-text__title"> <h1 class="glue-headline glue-headline--headline-2 glue-mod-text-center glue-mod-spacer-3-bottom"> Google Health research publications </h1> </div> <div class="g-h-text__body"> <div class="g-h-markdown glue-body"> <p>Publishing our work allows us to share ideas and work collaboratively to advance healthcare. This is a comprehensive view of our publications and associated blog posts.</p> </div> </div> </div> </div> <div class="glue-grid__col glue-grid__col--span-2 glue-grid__col--span-1-md"></div> </div> </div> </section><section class="glue-mod-spacer-8-bottom"> <div class="glue-page"> <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-1 glue-grid__col--span-1-md"></div> <div class="glue-grid__col glue-grid__col--span-10 glue-grid__col--span-10-md"> <div class="glue-expansion-panels g-h-expansion-panels"> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--general" data-event-label="publications-general" data-id="general"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-1"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> General </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-1"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://blog.google/technology/health/" title="Google Keyword Blog">Google Keyword Blog</a> & <a href="https://research.google/blog/label/health-bioscience/" title="Google Research Blog">Google Research Blog</a>] </span> </p> <a href="https://blog.google/technology/health/google-health-strategy-ai/" title="Google’s vision for a healthier future" class="g-h-expansion-panels__item-link"> Google’s vision for a healthier future </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 1-Nov-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/google-cloud/generative-ai-healthcare-administration/" title="How gen AI can help doctors and nurses ease their administrative workloads" class="g-h-expansion-panels__item-link"> How gen AI can help doctors and nurses ease their administrative workloads </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Aashima Gupta</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 17-Oct-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/outreach-initiatives/entrepreneurs/ai-startups-mental-health/" title="AI startups revolutionizing mental health care" class="g-h-expansion-panels__item-link"> AI startups revolutionizing mental health care </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 10-Oct-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/around-the-globe/google-asia/google-india-digital-health-initiatives/" title="Supporting India’s digital health transformation" class="g-h-expansion-panels__item-link"> Supporting India’s digital health transformation </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Bakul Patel</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 3-Oct-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/google-ai-and-health/mental-health-google-ai-principles/" title="4 principles to guide AI in supporting mental health" class="g-h-expansion-panels__item-link"> 4 principles to guide AI in supporting mental health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Megan Jones Bell</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 8-Aug-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://research.google/blog/google-research-at-google-io-2024/" title="Google Research at Google I/O 2024" class="g-h-expansion-panels__item-link"> Google Research at Google I/O 2024 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Yossi Matias & James Manyika</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 24-May-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/google-cloud/google-cloud-ai-business-innovation/" title="How 7 businesses are putting Google Cloud’s AI innovations to work" class="g-h-expansion-panels__item-link"> How 7 businesses are putting Google Cloud’s AI innovations to work </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Carrie Tharp</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 4-Apr-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://blog.google/technology/health/" title="Google Keyword Blog">Google Keyword Blog</a> & <a href="https://research.google/blog/label/health-bioscience/" title="Google Research Blog">Google Research Blog</a>] </span> </p> <a href="https://blog.google/technology/health/google-ai-health-information/" title="How we’re using AI to connect people to health information" class="g-h-expansion-panels__item-link"> How we’re using AI to connect people to health information </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 19-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/how-ai-is-helping-advance-womens-health-around-the-world/" title="How AI is helping advance women’s health around the world" class="g-h-expansion-panels__item-link"> How AI is helping advance women’s health around the world </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Ronit Levavi Morad & Preeti Singh</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 8-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/outreach-initiatives/google-org/google-digital-wellbeing-grant-teens-kids/" title="A new commitment to digital wellbeing for kids and teens" class="g-h-expansion-panels__item-link"> A new commitment to digital wellbeing for kids and teens </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 6-Feb-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/google-ai-and-health/3-predictions-for-ai-in-healthcare-in-2024/" title="3 predictions for AI in healthcare in 2024" class="g-h-expansion-panels__item-link"> 3 predictions for AI in healthcare in 2024 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Aashima Gupta</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 9-Jan-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.research.google/2023/12/2023-year-of-groundbreaking-advances-in.html" title="2023: A year of groundbreaking advances in AI and computing" class="g-h-expansion-panels__item-link"> 2023: A year of groundbreaking advances in AI and computing </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Jeff Dean, James Manyika, & Demis Hassabis</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 22-Dec-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/ai/google-product-launches-2023/" title="23 of our biggest moments in 2023" class="g-h-expansion-panels__item-link"> 23 of our biggest moments in 2023 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Molly McHugh-Johnson</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 20-Dec-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/health-equity-and-generative-ai/" title="4 ways we think about health equity and AI" class="g-h-expansion-panels__item-link"> 4 ways we think about health equity and AI </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Ivor Horn</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 2-Nov-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/intl/en-africa/company-news/5-ways-google-is-accelerating-health-ai-innovation-in-africa/" title="5 ways Google is accelerating Health AI innovation in Africa" class="g-h-expansion-panels__item-link"> 5 ways Google is accelerating Health AI innovation in Africa </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Yossi Mattia Shravya Shetty</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 31-Oct-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/how-were-using-ai-to-help-transform-healthcare/" title="How we’re using AI to help transform healthcare" class="g-h-expansion-panels__item-link"> How we’re using AI to help transform healthcare </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Yossi Mattias</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 23-Oct-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/google-tufts-food-is-medicine-nutrition-information/?linkId=9111789" title="A new collaboration to improve nutrition information" class="g-h-expansion-panels__item-link"> A new collaboration to improve nutrition information </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Nira Goren</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 18-Oct-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/hlth-2023-bringing-ai-to-health-responsibly/" title="HLTH 2023: Bringing AI to health responsibly" class="g-h-expansion-panels__item-link"> HLTH 2023: Bringing AI to health responsibly </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Michaell Howell</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 9-Oct-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/how-ai-can-improve-health-for-everyone-everywhere/" title="How AI can improve health for everyone, everywhere" class="g-h-expansion-panels__item-link"> How AI can improve health for everyone, everywhere </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 3-Oct-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/around-the-globe/google-asia/7-ways-google-health-is-improving-outcomes-in-asia-pacific/" title="7 ways Google Health is improving outcomes in Asia Pacific" class="g-h-expansion-panels__item-link"> 7 ways Google Health is improving outcomes in Asia Pacific </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 18-Jul-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://blog.google/technology/health/" title="Google Keyword Blog">Google Keyword Blog</a> & <a href="https://ai.googleblog.com/search/label/Health" title="Google AI Blog">Google AI Blog</a>] </span> </p> <a href="https://www.blog.google/around-the-globe/google-europe/looking-to-the-next-75-years-of-the-nhs/" title="Looking to the next 75 years of the NHS" class="g-h-expansion-panels__item-link"> Looking to the next 75 years of the NHS </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Susan Thomas</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 5-Jul-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/around-the-globe/google-europe/united-kingdom/new-research-from-the-uk-focused-on-technologys-role-in-healthcare/?linkId=8812142" title="New research from the UK focused on technology’s role in healthcare" class="g-h-expansion-panels__item-link"> New research from the UK focused on technology’s role in healthcare </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Susan Thomas</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 13-Jun-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/world-health-organization-google-collaboration-health-information/" title="Our collaboration with WHO to improve public health" class="g-h-expansion-panels__item-link"> Our collaboration with WHO to improve public health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 23-May-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/outreach-initiatives/entrepreneurs/partnering-with-startups-using-ai-to-improve-healthcare/" title="Partnering with startups using AI to improve healthcare" class="g-h-expansion-panels__item-link"> Partnering with startups using AI to improve healthcare </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 22-May-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.blog.google/technology/health/mental-health-awareness-month-2023/" title="More mental health resources for the moments you need them" class="g-h-expansion-panels__item-link"> More mental health resources for the moments you need them </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Megan Jones Bell</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 15-May-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/stress-relief-google-products/" title="3 ways Google products can help you feel less stressed" class="g-h-expansion-panels__item-link"> 3 ways Google products can help you feel less stressed </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Megan Jones Bell</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 13-Apr-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/consumer-health-updates-thecheckup/" title="New ways we’re helping people live healthier lives" class="g-h-expansion-panels__item-link"> New ways we’re helping people live healthier lives </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 14-Mar-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/ai-llm-medpalm-research-thecheckup/" title="Our latest health AI research updates" class="g-h-expansion-panels__item-link"> Our latest health AI research updates </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Greg Corrado & Yossi Matias</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 14-Mar-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2023/02/google-research-2022-beyond-health.html" title="Google Research, 2022 & beyond: Health" class="g-h-expansion-panels__item-link"> Google Research, 2022 & beyond: Health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Greg Corrado & Yossi Matias</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 23-Feb-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/meet-our-2023-health-equity-research-initiative-awardees/" title="Meet our Health Equity Research Initiative awardees" class="g-h-expansion-panels__item-link"> Meet our Health Equity Research Initiative awardees </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Ivor Horn</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 26-Jan-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.blog.google/technology/ai/7-ways-google-is-using-ai-to-help-solve-societys-challenges/" title="7 ways Google is using AI to help solve society's challenges" class="g-h-expansion-panels__item-link"> 7 ways Google is using AI to help solve society's challenges </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Katie Malczyk</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 17-Jan-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/fitbit-pixel-watch-nest-better-sleep-stress-less-recovery-2023/" title="3 ways to take better care of your mind and body in 2023" class="g-h-expansion-panels__item-link"> 3 ways to take better care of your mind and body in 2023 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Megan Jones Bell</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 5-Jan-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/8-things-we-launched-in-2022-to-support-your-health/" title="8 things we launched in 2022 to support your health" class="g-h-expansion-panels__item-link"> 8 things we launched in 2022 to support your health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Iz Conroy</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 21-Dec-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/search/how-to-use-google-search-to-help-manage-uncertain-times/" title="How to use Google Search to help manage uncertain times" class="g-h-expansion-panels__item-link"> How to use Google Search to help manage uncertain times </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Hema Budaraju</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 14-Dec-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/unlocking-the-potential-of-technology-to-support-health/" title="Unlocking the potential of technology to support health" class="g-h-expansion-panels__item-link"> Unlocking the potential of technology to support health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 15-Nov-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://cloud.google.com/blog/transform/healthcare-interoperability-collaboration-partnerships-hlth-conference-2022" title="Healthy collaboration: Why partnerships are the heart of healthcare innovation" class="g-h-expansion-panels__item-link"> Healthy collaboration: Why partnerships are the heart of healthcare innovation </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Aashima Gupta</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Cloud Blog | 14-Nov-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/ai/ways-ai-is-scaling-helpful/" title="3 ways AI is scaling helpful technologies worldwide" class="g-h-expansion-panels__item-link"> 3 ways AI is scaling helpful technologies worldwide </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Jeff Dean</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 2-Nov-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/democratizing-access-to-health/" title="Democratizing access to health" class="g-h-expansion-panels__item-link"> Democratizing access to health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 27-Oct-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/assistant/google-assistant-offers-information-and-hope-for-breast-cancer-awareness-month/" title="Google Assistant offers information and hope for Breast Cancer Awareness Month" class="g-h-expansion-panels__item-link"> Google Assistant offers information and hope for Breast Cancer Awareness Month </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Riva Sciuto</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 19-Oct-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/health-equity-summit-2022/" title="Our work toward health equity" class="g-h-expansion-panels__item-link"> Our work toward health equity </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Ivor Horn</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 12-Sep-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/dr-von-nguyens-temperature-check-on-public-health/" title="Dr. Von Nguyen’s temperature check on public health" class="g-h-expansion-panels__item-link"> Dr. Von Nguyen’s temperature check on public health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Lauren Winer</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 25-Aug-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/search/suicide-prevention-resources-on-google-search/" title="Suicide prevention resources on Google Search" class="g-h-expansion-panels__item-link"> Suicide prevention resources on Google Search </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Anne Merritt</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 20-Jul-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/mental-health-month-2022/" title="Mental health resources you can count on" class="g-h-expansion-panels__item-link"> Mental health resources you can count on </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Megan Jones Bell</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 17-May-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/raising-awareness-of-the-dangers-of-fentanyl/" title="Raising awareness of the dangers of fentanyl" class="g-h-expansion-panels__item-link"> Raising awareness of the dangers of fentanyl </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Megan Jones Bell & Garth Graham</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 10-May-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/check-up-consumer-developments-2022/" title="The Check Up: helping people live healthier lives" class="g-h-expansion-panels__item-link"> The Check Up: helping people live healthier lives </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 24-Mar-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/check-up-ai-developments-2022/" title="The Check Up: our latest health AI developments" class="g-h-expansion-panels__item-link"> The Check Up: our latest health AI developments </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Greg Corrado</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 24-Mar-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/extending-care-studio-new-healthcare-partnership/" title="Extending Care Studio with a new healthcare partnership" class="g-h-expansion-panels__item-link"> Extending Care Studio with a new healthcare partnership </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Paul Muret</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 15-Mar-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/take-look-conditions-our-new-feature-care-studio/" title="Take a look at Conditions, our new feature in Care Studio" class="g-h-expansion-panels__item-link"> Take a look at Conditions, our new feature in Care Studio </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Paul Muret</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 8-Mar-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2022/01/google-research-themes-from-2021-and.html" title="Google Research: Themes from 2021 and Beyond" class="g-h-expansion-panels__item-link"> Google Research: Themes from 2021 and Beyond </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Jeff Dean</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 11-Jan-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.blog.google/products/search/making-healthcare-options-more-accessible-search/" title="Making healthcare options more accessible on Search" class="g-h-expansion-panels__item-link"> Making healthcare options more accessible on Search </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Hema Budaraju</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 2-Dec-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/hlth-building-our-commitments-health/" title="HLTH: Building on our commitments in health" class="g-h-expansion-panels__item-link"> HLTH: Building on our commitments in health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 17-Oct-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.blog.google/technology/health/when-it-comes-mental-health-what-are-we-searching/" title="When it comes to mental health, what are we searching for?" class="g-h-expansion-panels__item-link"> When it comes to mental health, what are we searching for? </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Alicia Cormie</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 6-May-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/dr-ivor-horn-technology-and-health-equity/" title="Dr. Ivor Horn talks about technology and health equity" class="g-h-expansion-panels__item-link"> Dr. Ivor Horn talks about technology and health equity </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Alicia Cormie</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 16-Apr-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/updates-on-google-healths-clinical-tools" title="Our Care Studio pilot is expanding to more clinicians" class="g-h-expansion-panels__item-link"> Our Care Studio pilot is expanding to more clinicians </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Paul Muret</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 23- Feb-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2021/01/google-research-looking-back-at-2020.html" title="Google Research: Looking Back at 2020, and Forward to 2021" class="g-h-expansion-panels__item-link"> Google Research: Looking Back at 2020, and Forward to 2021 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Jeff Dean</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 12-Jan-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.linkedin.com/pulse/new-google-search-tool-support-women-postpartum-david-feinberg/" title="A new Google Search tool to support women with postpartum depression" class="g-h-expansion-panels__item-link"> A new Google Search tool to support women with postpartum depression </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by David Feinberg</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>LinkedIn Blog | 8-Dec-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/prepare-medical-visits/" title="Prepare for medical visits with help from Google and AHRQ" class="g-h-expansion-panels__item-link"> Prepare for medical visits with help from Google and AHRQ </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Dave Greenwood</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 2-Dec-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://medium.com/google-design/a-collaborative-approach-to-shaping-successful-ux-critique-practices-b7f060c21582" title="A Collaborative Approach to Shaping Successful UX Critique Practices" class="g-h-expansion-panels__item-link"> A Collaborative Approach to Shaping Successful UX Critique Practices </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Anna Lurchenko</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Design Blog | 29-Jul-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/anxiety-self-assessment-search/" title="Learn more about anxiety with a self-assessment on Search" class="g-h-expansion-panels__item-link"> Learn more about anxiety with a self-assessment on Search </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Daniel Gillison, Jr</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 28-May-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2020/01/google-research-looking-back-at-2019.html" title="Google Research: Looking Back at 2019, and Forward to 2020 and Beyond" class="g-h-expansion-panels__item-link"> Google Research: Looking Back at 2019, and Forward to 2020 and Beyond </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Jeff Dean</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 9-Jan-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2019/12/lessons-learned-from-developing-ml-for.html" title="Lessons Learned from Developing ML for Healthcare" class="g-h-expansion-panels__item-link"> Lessons Learned from Developing ML for Healthcare </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Yun Liu & Po-Hsuan Cameron Chen</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 10-Dec-2019</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.blog.google/technology/health/google-health-provider-tools-launch/" title="Tools to help healthcare providers deliver better care" class="g-h-expansion-panels__item-link"> Tools to help healthcare providers deliver better care </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by David Feinberg</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 20-Nov-2019</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/perspectives/ruth-porat/breast-cancer-and-tech-optimism/" title="Breast cancer and tech...a reason for optimism" class="g-h-expansion-panels__item-link"> Breast cancer and tech...a reason for optimism </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Ruth Porat</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 21-Oct-2019</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/deepmind-health-joins-google-health/" title="DeepMind’s health team joins Google Health" class="g-h-expansion-panels__item-link"> DeepMind’s health team joins Google Health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Dominic King</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 18-Sep-2019</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2019/01/looking-back-at-googles-research.html" title="Looking Back at Google’s Research Efforts in 2018" class="g-h-expansion-panels__item-link"> Looking Back at Google’s Research Efforts in 2018 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Jeff Dean</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 15-Jan-2019</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/david-feinberg-google-health/" title="Meet David Feinberg, head of Google Health" class="g-h-expansion-panels__item-link"> Meet David Feinberg, head of Google Health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Google</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 17-Jun-2019</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.blog.google/around-the-globe/google-asia/ai-social-good-asia-pacific/" title="AI for Social Good in Asia Pacific" class="g-h-expansion-panels__item-link"> AI for Social Good in Asia Pacific </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Kent Walter</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 13-Dec-2018</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2018/01/the-google-brain-team-looking-back-on_12.html" title="The Google Brain Team — Looking Back on 2017 (Part 2 of 2)" class="g-h-expansion-panels__item-link"> The Google Brain Team — Looking Back on 2017 (Part 2 of 2) </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Jeff Dean</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 12-Jan-2018</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.blog.google/products/search/gain-deeper-understanding-posttraumatic-stress-disorder-google/" title="Gain a deeper understanding of Posttraumatic Stress Disorder on Google" class="g-h-expansion-panels__item-link"> Gain a deeper understanding of Posttraumatic Stress Disorder on Google </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Paula Schnurr & Teri Brister</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 5-Dec-2017</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.blog.google/products/search/learning-more-about-clinical-depression-phq-9-questionnaire/" title="Learning more about clinical depression with the PHQ-9 questionnaire" class="g-h-expansion-panels__item-link"> Learning more about clinical depression with the PHQ-9 questionnaire </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Mary Giliberti</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 23-Aug-2017</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/topics/machine-learning/partnering-machine-learning-healthcare/" title="Partnering on machine learning in healthcare" class="g-h-expansion-panels__item-link"> Partnering on machine learning in healthcare </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Katherine Chou</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 17-May-2017</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2017/01/the-google-brain-team-looking-back-on.html" title="The Google Brain Team — Looking Back on 2016" class="g-h-expansion-panels__item-link"> The Google Brain Team — Looking Back on 2016 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Jeff Dean</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 12-Jan-2017</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/products/search/supporting-evolving-covid-information-needs/" title="Supporting evolving COVID information needs" class="g-h-expansion-panels__item-link"> Supporting evolving COVID information needs </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Hema Budaraju</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 16-Jun-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://blog.google/inside-google/covid-19/" title="Google Keyword Blog">Google Keyword Blog</a>] </span> </p> <a href="https://blog.google/technology/health/hudson-guild-nyc-vaccine-site/" title="Group effort: How we helped launch an NYC vaccine site" class="g-h-expansion-panels__item-link"> Group effort: How we helped launch an NYC vaccine site </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Lauren Gallagher</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 11-Feb-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://blog.google/inside-google/covid-19/" rel="noreferrer noopener">Google Keyword Blog</a>] </span> </p> <a href="https://blog.google/products/search/year-we-searched-ways-stay-healthy/" title="This year, we searched for ways to stay healthy" class="g-h-expansion-panels__item-link"> This year, we searched for ways to stay healthy </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Hema Budaraju</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 8-Dec-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/technology/health/new-tools-support-vaccine-access-and-distribution/" title="New tools to support vaccine access and distribution" class="g-h-expansion-panels__item-link"> New tools to support vaccine access and distribution </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Tomer Shekel</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 9-Jun-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://india.googleblog.com/2021/05/an-update-on-our-covid-response.html" title="An update on our COVID response priorities" class="g-h-expansion-panels__item-link"> An update on our COVID response priorities </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by the COVID Response team, Google India</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google India Blog | 10-May-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/technology/health/our-commitment-covid-19-vaccine-equity" title="Our commitment to COVID-19 vaccine equity" class="g-h-expansion-panels__item-link"> Our commitment to COVID-19 vaccine equity </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 15-Apr-2021<a href="https://blog.google/technology/health/equidad-en-vacunas-covid" title="Spanish version">[Spanish version]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/outreach-initiatives/google-org/how-anonymized-data-helps-fight-against-disease/" title="How anonymized data helps fight against disease" class="g-h-expansion-panels__item-link"> How anonymized data helps fight against disease </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Stephen Ratcliffe</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 24-Feb-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/technology/health/vaccines-how-were-helping/" title="How we’re helping get vaccines to more people" class="g-h-expansion-panels__item-link"> How we’re helping get vaccines to more people </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Sundar Pichai</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 25-Jan-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/inside-google/covid-19/exposure-notifications-end-year-update/" title="Exposure Notifications: end of year update" class="g-h-expansion-panels__item-link"> Exposure Notifications: end of year update </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Steph Hannon</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 11-Dec-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/technology/health/accurate-timely-information-covid-19-vaccines" title="How you'll find accurate and timely information on COVID-19 vaccines" class="g-h-expansion-panels__item-link"> How you'll find accurate and timely information on COVID-19 vaccines </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo & Kristie Canegallo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 10-Dec-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/technology/health/thanksgiving-covid-19/" title="How I’m giving thanks (and staying safe) this Thanksgiving" class="g-h-expansion-panels__item-link"> How I’m giving thanks (and staying safe) this Thanksgiving </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 24-Nov-2020 <a href="https://blog.google/technology/health/el-dia-de-accion-de-gracias-covid-19/" title="Spanish version">[Spanish version]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/technology/health/interview-karen-desalvo-coronavirus-vaccines/" title="A Q&A on coronavirus vaccines" class="g-h-expansion-panels__item-link"> A Q&A on coronavirus vaccines </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>10-Nov-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/inside-google/covid-19/update-our-efforts-help-americans-navigate-covid-19/" title="An update on our efforts to help Americans navigate COVID-19" class="g-h-expansion-panels__item-link"> An update on our efforts to help Americans navigate COVID-19 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Ruth Porat</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 27-Oct-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/technology/health/making-data-useful-public-health/" title="Making data useful for public health" class="g-h-expansion-panels__item-link"> Making data useful for public health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Katherine Chou</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 17-Sept-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/outreach-initiatives/google-org/google-supports-covid-19-ai-and-data-analytics-projects/" title="Google supports COVID-19 AI and data analytics projects" class="g-h-expansion-panels__item-link"> Google supports COVID-19 AI and data analytics projects </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Mollie Javerbaum & Meghan Houghton</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 10-Sep-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/technology/health/using-symptoms-search-trends-inform-covid-19-research/" title="Using symptoms search trends to inform COVID-19 research" class="g-h-expansion-panels__item-link"> Using symptoms search trends to inform COVID-19 research </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Evgeniy Gabrilovich</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 2-Sep-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/inside-google/company-announcements/update-exposure-notifications/" title="An update on Exposure Notifications" class="g-h-expansion-panels__item-link"> An update on Exposure Notifications </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Dave Burke</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 31-Jul-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/inside-google/company-announcements/apple-google-exposure-notification-api-launches/" title="Exposure Notification API launches to support public health agencies" class="g-h-expansion-panels__item-link"> Exposure Notification API launches to support public health agencies </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Apple & Google</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 20-May-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/technology/health/dr-karen-desalvo-covid-19/" title="Dr. Karen DeSalvo on ‘putting information first’ during COVID-19" class="g-h-expansion-panels__item-link"> Dr. Karen DeSalvo on ‘putting information first’ during COVID-19 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Megan Washam</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 13-May-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/technology/health/resources-mental-health-support-during-covid-19/" title="Resources for mental health support during COVID-19" class="g-h-expansion-panels__item-link"> Resources for mental health support during COVID-19 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by David Feinberg</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 8-May-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/intl/en-africa/company-news/technology/helping-you-avoid-covid-19-online/" title="Helping you avoid COVID-19 online security risks" class="g-h-expansion-panels__item-link"> Helping you avoid COVID-19 online security risks </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Africa Blog</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Africa Blog | 23-Apr-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/inside-google/company-announcements/apple-and-google-partner-covid-19-contact-tracing-technology/" title="Apple and Google partner on COVID-19 contact tracing technology" class="g-h-expansion-panels__item-link"> Apple and Google partner on COVID-19 contact tracing technology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Apple & Google</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 10-Apr-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/technology/health/virtual-care-covid-19/" title="Connecting people to virtual care options" class="g-h-expansion-panels__item-link"> Connecting people to virtual care options </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Julie Black</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 10-Apr-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/technology/health/support-public-health-workers-fighting-covid-19/" title="Support for public health workers fighting COVID-19" class="g-h-expansion-panels__item-link"> Support for public health workers fighting COVID-19 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 6-Apr-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/technology/health/covid-19-community-mobility-reports/" title="Helping public health officials combat COVID-19" class="g-h-expansion-panels__item-link"> Helping public health officials combat COVID-19 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Jen Fitzpatrick & Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 3-Apr-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/products/search/connecting-people-covid-19-information-and-resources/" title="Connecting people with COVID-19 information and resources" class="g-h-expansion-panels__item-link"> Connecting people with COVID-19 information and resources </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Emily Moxley</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 21-Mar-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/inside-google/company-announcements/covid-19-how-were-continuing-to-help/" title="COVID-19: How we’re continuing to help" class="g-h-expansion-panels__item-link"> COVID-19: How we’re continuing to help </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Sundar Pichai</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 15-Mar-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--covid"> COVID-19 Blog Posts </p> <a href="https://blog.google/inside-google/company-announcements/coronavirus-covid19-response/" title="Coronavirus: How we’re helping" class="g-h-expansion-panels__item-link"> Coronavirus: How we’re helping </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Sundar Pichai</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 6-Mar-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.nature.com/articles/s41591-024-03313-y" title="Safety principles for medical summarization using generative AI" class="g-h-expansion-panels__item-link"> Safety principles for medical summarization using generative AI </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Obika, D., Kelly, C., Ding, N., Farrance, C., Krause, J., Mittal, P., Cheung, D., Cole-Lewis, H., Elish, M., Karthikesalingam, A., Webster, D., Patel, B. & Howell, M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Med. 1–3 (2024). <a href="https://www.nature.com/articles/s41591-024-03313-y.epdf?sharing_token=BnQALiq7InCErw1MlM1k9dRgN0jAjWel9jnR3ZoTv0Pdp192Hb27w1juSfTXJ1aThiz6wn0xMKz5KA7Zsngsnzb1iCm1TvtIM8mwcZ4LzFf7mZ2s1vc7Mtjz8bpVHIih5sNbG1pHRYoMOaJ-nP3hugfm8ZfLgSWRpe1b29bZ3f0%3D" title="readcube">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.mcpdigitalhealth.org/article/S2949-7612(24)00071-3/fulltext" title="A multiparty collaboration to engage diverse populations in community-centered artificial intelligence research" class="g-h-expansion-panels__item-link"> A multiparty collaboration to engage diverse populations in community-centered artificial intelligence research </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Devon-Sand, A., Sayres, R., Liu, Y., Strachan, P., Smith, M. A., Nguyen, T., Ko, J. M. & Lin, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Mayo Clinic Proceedings: Digital Health 2, 463–469 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://mental.jmir.org/2024/1/e59479" title="The Opportunities and Risks of Large Language Models in Mental Health" class="g-h-expansion-panels__item-link"> The Opportunities and Risks of Large Language Models in Mental Health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Lawrence, H. R., Schneider, R. A., Rubin, S. B.,Matarić, M. J., McDuff, D. J. & Jones Bell, M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>JMIR Ment Health 11, e59479 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://ai.nejm.org/doi/10.1056/AIpc2400545" title="The Regulation of Clinical Artificial Intelligence" class="g-h-expansion-panels__item-link"> The Regulation of Clinical Artificial Intelligence </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Blumenthal David & Patel Bakul.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>NEJM AI 1, AIpc2400545 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://qualitysafety.bmj.com/content/early/2024/07/24/bmjqs-2023-016690" title="Generative artificial intelligence, patient safety and healthcare quality: a review" class="g-h-expansion-panels__item-link"> Generative artificial intelligence, patient safety and healthcare quality: a review </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Howell, M. D.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>BMJ Qual. Saf. (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://arxiv.org/abs/2407.02711" title="AI in Action: Accelerating Progress Towards the Sustainable Development Goals" class="g-h-expansion-panels__item-link"> AI in Action: Accelerating Progress Towards the Sustainable Development Goals </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Gosselink, B. H., Brandt, K., Croak, M., DeSalvo, K., Gomes, B., Ibrahim, L., Johnson, M., Matias, Y., Porat, R., Walker, K. & Manyika, J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CY] (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.healthaffairs.org/doi/full/10.1377/hlthaff.2024.00050" title="Transforming Public Health Practice With Generative Artificial Intelligence" class="g-h-expansion-panels__item-link"> Transforming Public Health Practice With Generative Artificial Intelligence </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Bharel, M., Auerbach, J., Nguyen, V. & DeSalvo, K. B.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Health Aff. 43, 776–782 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.nature.com/articles/s41591-023-02792-9" title="Information is a determinant of health" class="g-h-expansion-panels__item-link"> Information is a determinant of health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Graham, G., Goren, N., Sounderajah, V. & DeSalvo, K.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Med. (2024). <a href="https://www.readcube.com/articles/10.1038%2Fs41591-023-02792-9?sharing_token=fR0WeoiKByNxuQTJBy4LwtRgN0jAjWel9jnR3ZoTv0PhTomiSCCo-YRM3N4GaCbTvIBf_BWUnw94CF2q-bn1nk3gCcMydAgVBMij44dpicq_SV87MDtbJ5MTIDEaO06EfkpJzX0BSIH_xjudTv1SvWESRbYF3eBKVIbGk1bjH-Qf5jb6vrRLbwiIFQRz_q9DTftmplKOEQ0VGtE0QBNiC6NG0Q6f-qNovHVuly55XEnnz9x3Er7ylI9c2JQM_XRZ2KHUZwuKTuEjsmMALe-aOGzrpiycACTGReBsajnOg7s%3D" title="readcube">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.thelancet.com/journals/landig/article/PIIS2589-7500(23)00227-3/fulltext" title="An intentional approach to managing bias in general purpose embedding models" class="g-h-expansion-panels__item-link"> An intentional approach to managing bias in general purpose embedding models </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Weng, W.-H., Sellergen, A., Kiraly, A. P., D’Amour, A., Park, J., Pilgrim, R., Pfohl, S., Lau, C., Natarajan, V., Azizi, S., Karthikesalingam, A., Cole-Lewis, H., Matias, Y., Corrado, G. S., Webster, D. R., Shetty, S., Prabhakara, S., Eswaran, K., Celi, L. A. G. & Liu, Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>The Lancet Digital Health 6, e126–e130 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://jamanetwork.com/journals/jama/article-abstract/2813874?fbclid=IwAR3KrJBE5kM3zp_DhfEmk8bU2SL9N1Yu5ZOeDKvDaqLZjvD6mi_9eMzETiE" title="Three Epochs of Artificial Intelligence in Health Care" class="g-h-expansion-panels__item-link"> Three Epochs of Artificial Intelligence in Health Care </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Howell M., Corrado G., DeSalvo K.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>JAMA. 331(3):242–244 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.sciencedirect.com/science/article/abs/pii/B9780443156885000371" title="Artificial intelligence in healthcare: a perspective from Google" class="g-h-expansion-panels__item-link"> Artificial intelligence in healthcare: a perspective from Google </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Lehmann, L. S., Natarajan, V. & Peng, L. Chapter 39</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>(ed. Krittanawong, C.) Artificial Intelligence in Clinical Practice. 341–344 (Academic Press, 2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.nature.com/articles/s41551-023-01164-5" title="Explaining counterfactual images" class="g-h-expansion-panels__item-link"> Explaining counterfactual images </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Lang, O., Traynis, I. & Liu, Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat Biomed Eng (2023).<a href="https://www.nature.com/articles/s41551-023-01164-5.epdf?sharing_token=CUSg-cDB_axlXQY8kjmV09RgN0jAjWel9jnR3ZoTv0OCXprR93XUwAkhENpuut6w_OIMmOQq3acAyz7sm6RQ2reMPsfJDv-jqcUrjDMEEv5wcd-ZzdBjCFnBJvvTg9QKLFmOGpjWrWcVi9oL_bbv3iRmshX1ePQ-UnZ6o2DIenk%3D">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://link.springer.com/chapter/10.1007/978-3-031-24052-2_15" title="Beyond Predictions: Explainability and Learning from Machine Learning" class="g-h-expansion-panels__item-link"> Beyond Predictions: Explainability and Learning from Machine Learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Deng, C.-Y., Mitani, A., Chen, C. W., Peng, L. H., Hammel, N. & Liu, Y</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>(eds. Yogesan, K., Goldschmidt, L., Cuadros, J. & Ricur, G.) 199–218. Springer International Publishing, 2023.<a href="https://rdcu.be/dtDtX">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://academic.oup.com/aje/advance-article-abstract/doi/10.1093/aje/kwad107/7151089?redirectedFrom=fulltext#google_vignette" title="Deep Learning for Epidemiologists: An introduction to neural networks." class="g-h-expansion-panels__item-link"> Deep Learning for Epidemiologists: An introduction to neural networks. </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Serghiou, S. & Rough, K.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Am. J. Epidemiol. (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://catalyst.nejm.org/doi/full/10.1056/CAT.22.0440" title="Building a Clinical Team in a Large Technology Company." class="g-h-expansion-panels__item-link"> Building a Clinical Team in a Large Technology Company. </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>DeSalvo Karen B. & Howell Michael D.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>NEJM Catalyst non-issue commentary (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://jamanetwork.com/journals/jama-health-forum/fullarticle/2787078" title="Medicine’s Role in Reimagining Public Health: Reuniting Panacea and Hygeia" class="g-h-expansion-panels__item-link"> Medicine’s Role in Reimagining Public Health: Reuniting Panacea and Hygeia </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>DeSalvo, K. B., Kadakia, K. T. & Chokshi, D. A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>JAMA Health Forum 2, e214051–e214051 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://jamanetwork.com/journals/jama/article-abstract/2782635" title="Modernizing Public Health Data Systems: Lessons From the Health Information Technology for Economic and Clinical Health (HITECH) Act" class="g-h-expansion-panels__item-link"> Modernizing Public Health Data Systems: Lessons From the Health Information Technology for Economic and Clinical Health (HITECH) Act </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Kadakia, K. T., Howell, M. D. & DeSalvo, K. B.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>JAMA 326, 385–386 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://ajph.aphapublications.org/doi/full/10.2105/AJPH.2021.306501" title="Public Health 3.0 After COVID-19-Reboot or Upgrade?" class="g-h-expansion-panels__item-link"> Public Health 3.0 After COVID-19-Reboot or Upgrade? </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>DeSalvo, K. B. & Kadakia, K. T.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Am. J. Public Health 111, S179–S181 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.nature.com/articles/s41591-021-01517-0" title="A quality assessment tool for artificial intelligence-centered diagnostic test accuracy studies: QUADAS-AI" class="g-h-expansion-panels__item-link"> A quality assessment tool for artificial intelligence-centered diagnostic test accuracy studies: QUADAS-AI </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Sounderajah, V., Ashrafian, H., Rose, S., Shah, N. H., Ghassemi, M., Golub, R., Kahn, C. E., Jr, Esteva, A., Karthikesalingam, A., Mateen, B., Webster, D., Milea, D., Ting, D., Treanor, D., Cushnan, D., King, D., McPherson, D., Glocker, B., Greaves, F., Harling, L., Ordish, J., Cohen, J. F., Deeks, J., Leeflang, M., Diamond, M., McInnes, M. D. F., McCradden, M., Abràmoff, M. D., Normahani, P., Markar, S. R., Chang, S., Liu, X., Mallett, S., Shetty, S., Denniston, A., Collins, G. S., Moher, D., Whiting, P., Bossuyt, P. M. & Darzi, A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Med. (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.thelancet.com/journals/landig/article/PIIS2589-7500(21)00216-8/fulltext" title="Evaluation of artificial intelligence on a reference standard based on subjective interpretation" class="g-h-expansion-panels__item-link"> Evaluation of artificial intelligence on a reference standard based on subjective interpretation </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Chen, P.-H. C., Mermel, C. H. & Liu, Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>The Lancet Digital Health (2021). doi:10.1016/S2589-7500(21)00216-8</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://link.springer.com/referenceworkentry/10.1007/978-3-030-58080-3_316-1" title="Artificial Intelligence in Medicine" class="g-h-expansion-panels__item-link"> Artificial Intelligence in Medicine </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Kelly, C. J., Brown, A. P. Y. & Taylor, J. A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>(eds. Lidströmer, N. & Ashrafian, H.) 1–18 (Springer International Publishing, 2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://jamanetwork.com/journals/jama/article-abstract/2782199" title="Challenges of Accuracy in Germline Clinical Sequencing Data" class="g-h-expansion-panels__item-link"> Challenges of Accuracy in Germline Clinical Sequencing Data </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Poplin, R., Zook, J. M. & DePristo, M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>JAMA 326, 268–269 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.nature.com/articles/s41551-021-00747-4" title="Retinal detection of kidney disease and diabetes" class="g-h-expansion-panels__item-link"> Retinal detection of kidney disease and diabetes </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Mitani, A., Hammel, N. & Liu, Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nature Biomedical Engineering 1–3 (2021). <a href="https://rdcu.be/cmAfi" title="readcube">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.nature.com/articles/s41746-020-00376-2" title="Deep learning-enabled medical computer vision" class="g-h-expansion-panels__item-link"> Deep learning-enabled medical computer vision </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Esteva, A., Chou, K., Yeung, S., Naik, N., Madani, A., Mottaghi, A., Liu, Y., Topol, E., Dean, J. & Socher, R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>npj Digital Medicine 4, 5 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.sciencedirect.com/science/article/pii/S0304419X20301712" title="Closing the translation gap: AI applications in digital pathology" class="g-h-expansion-panels__item-link"> Closing the translation gap: AI applications in digital pathology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Steiner, D. F., Chen, P.-H. C. & Mermel, C. H.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Biochim. Biophys. Acta Rev. Cancer 1875, 188452 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.sciencedirect.com/science/article/pii/B9780128212592000132" title="Lessons learnt from harnessing deep learning for real-world clinical applications in ophthalmology: detecting diabetic retinopathy from retinal fundus photographs" class="g-h-expansion-panels__item-link"> Lessons learnt from harnessing deep learning for real-world clinical applications in ophthalmology: detecting diabetic retinopathy from retinal fundus photographs </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Liu, Y., Yang, L., Phene, S. & Peng, L.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Artificial Intelligence in Medicine 247–264 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://onlinelibrary.wiley.com/doi/full/10.1002/jmri.27476" title="Resonate: Reaching Excellence Through Equity, Diversity, and Inclusion in ISMRM" class="g-h-expansion-panels__item-link"> Resonate: Reaching Excellence Through Equity, Diversity, and Inclusion in ISMRM </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Warnert, E. A. H., Kasper, L., Meltzer, C. C., Lightfoote, J. B., Bucknor, M. D., Haroon, H., Duggan, G., Gowland, P., Wald, L., Miller, K. L., Morris, E. A. & Anazodo, U. C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>J. Magn. Reson. Imaging (2020). doi:10.1002/jmri.27476 <a href="https://rdcu.be/ccJJt" title="readcube">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://jcp.bmj.com/content/early/2020/08/19/jclinpath-2020-206908" title="Current and future applications of artificial intelligence in pathology: a clinical perspective" class="g-h-expansion-panels__item-link"> Current and future applications of artificial intelligence in pathology: a clinical perspective </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Rakha, E. A., Toss, M., Shiino, S., Gamble, P., Jaroensri, R., Mermel, C. H. & Chen, P.-H. C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>J. Clin. Pathol. (2020). doi:10.1136/jclinpath-2020-206908</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://aes.amegroups.com/article/view/5371" title="Artificial intelligence, machine learning and deep learning for eye care specialists" class="g-h-expansion-panels__item-link"> Artificial intelligence, machine learning and deep learning for eye care specialists </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Sayres, R., Hammel, N. & Liu, Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Annals of Eye Science 5, 18–18 (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.sciencedirect.com/science/article/pii/S0960977619312147" title="Artificial intelligence in digital breast pathology: Techniques and applications" class="g-h-expansion-panels__item-link"> Artificial intelligence in digital breast pathology: Techniques and applications </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ibrahim, A., Gamble, P., Jaroensri, R., Abdelsamea, M. M., Mermel, C. H., Chen, P.-H. C. & Rakha, E. A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Breast 49, 267–273 (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://jamanetwork.com/journals/jama/article-abstract/2754798" title="How to Read Articles That Use Machine Learning: Users’ Guides to the Medical Literature" class="g-h-expansion-panels__item-link"> How to Read Articles That Use Machine Learning: Users’ Guides to the Medical Literature </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Liu, Y., Chen, P.-H. C., Krause, J. & Peng, L.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>JAMA 322, 1806–1816 (2019). <a href="https://rdcu.be/b8wfq" title="readcube">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://bmcmedicine.biomedcentral.com/articles/10.1186/s12916-019-1426-2" title="Key challenges for delivering clinical impact with artificial intelligence" class="g-h-expansion-panels__item-link"> Key challenges for delivering clinical impact with artificial intelligence </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Kelly, C. J., Karthikesalingam, A., Suleyman, M., Corrado, G., & King, D.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>BMC Med. 17, 195 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://annals.org/aim/fullarticle/2717119/ensuring-fairness-machine-learning-advance-health-equity" title="Ensuring Fairness in Machine Learning to Advance Health Equity" class="g-h-expansion-panels__item-link"> Ensuring Fairness in Machine Learning to Advance Health Equity </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Rajkomar, A., Hardt, M., Howell, M. D., Corrado, G., & Chin, M. H.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ann. Intern. Med. 169(12):866-872 (2018).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://link.springer.com/referenceworkentry/10.1007%2F978-1-4614-7147-9_43" title="Artificial Intelligence Approach in Melanoma" class="g-h-expansion-panels__item-link"> Artificial Intelligence Approach in Melanoma </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Curiel-Lewandrowski, C., Novoa, R. A., Berry, E., Celebi, M. E., Codella, N., Giuste, F., Gutman, D., Halpern, A., Leachman, S., Liu, Y., Liu, Y., Reiter, O. & Tschandl, P.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>599–628. Springer New York (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.nature.com/articles/s41563-019-0345-0" title="How to develop machine learning models for healthcare" class="g-h-expansion-panels__item-link"> How to develop machine learning models for healthcare </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Chen, C. P.-H., Liu, Y., & Peng, L.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Mater. 18, 410–414 (2019). <a href="https://rdcu.be/bxGE4" title="readcube">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.nejm.org/doi/full/10.1056/NEJMra1814259" title="Machine Learning in Medicine" class="g-h-expansion-panels__item-link"> Machine Learning in Medicine </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Rajkomar, A., Dean, J., & Kohane I.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>N. Engl. J. Med. 380:1347-1358 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.nature.com/articles/s41591-018-0316-z" title="A guide to deep learning in healthcare" class="g-h-expansion-panels__item-link"> A guide to deep learning in healthcare </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Esteva, A., Robicquet, A., Ramsundar, B., Kuleshov, V., DePristo, M., Chou, K., Cui, C., Corrado, G., Thrun, S. & Dean, J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Med. 25, 24–29 (2019). <a href="https://rdcu.be/b6mzl" title="readcube">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://www.aaojournal.org/article/S0161-6420(18)30413-5/fulltext" title="When does size matter? -- Promises, pitfalls, and appropriate interpretations of ‘big’ data" class="g-h-expansion-panels__item-link"> When does size matter? -- Promises, pitfalls, and appropriate interpretations of ‘big’ data </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Rough K, Thompson J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ophthalmology. 125(8):1136-1138 (2018).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--reviews"> Reviews </p> <a href="https://jamanetwork.com/journals/jama/article-abstract/2683126" title="Resolving the Productivity Paradox of Health Information Technology: A Time for Optimism" class="g-h-expansion-panels__item-link"> Resolving the Productivity Paradox of Health Information Technology: A Time for Optimism </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Wachter, R. M., Howell, M. D.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>JAMA 320(1):25-26 (2018).</p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--cross-specialty" data-event-label="publications-cross-specialty" data-id="cross-specialty"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-2"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Cross-Specialty Applied AI </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-2"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.deepmind.com/blog/codoc-developing-reliable-ai-tools-for-healthcare" title="Developing reliable AI tools for healthcare" class="g-h-expansion-panels__item-link"> Developing reliable AI tools for healthcare </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Krishnamurthy (Dj) Dvijotham & Taylan Cemgil</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google DeepMind Blog | 17-Jul-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2023/04/robust-and-efficient-medical-imaging.html" title="Robust and efficient medical imaging with self-supervision" class="g-h-expansion-panels__item-link"> Robust and efficient medical imaging with self-supervision </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Shekoofeh Azizi & Laura Culp</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 26-Apr-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2021/10/how-underspecification-presents.html" title="How Underspecification Presents Challenges for Machine Learning" class="g-h-expansion-panels__item-link"> How Underspecification Presents Challenges for Machine Learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Alex D’Amour & Katherine Heller</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 18-Oct-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2021/10/self-supervised-learning-advances.html" title="Self-Supervised Learning Advances Medical Image Classification" class="g-h-expansion-panels__item-link"> Self-Supervised Learning Advances Medical Image Classification </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Shekoofeh Azizi</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 13-Oct-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41591-024-02838-6" title="Generative models improve fairness of medical classifiers under distribution shifts." class="g-h-expansion-panels__item-link"> Generative models improve fairness of medical classifiers under distribution shifts. </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ktena, I., Wiles, O., Albuquerque, I., Rebuffi, S.-A., Tanno, R., Roy, A. G., Azizi, S., Belgrave, D., Kohli, P., Cemgil, T., Karthikesalingam, A. & Gowal, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Med. (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41467-024-45355-3" title="Concordance of randomised controlled trials for artificial intelligence interventions with the CONSORT-AI reporting guidelines." class="g-h-expansion-panels__item-link"> Concordance of randomised controlled trials for artificial intelligence interventions with the CONSORT-AI reporting guidelines. </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Martindale, A. P. L., Ng, B., Ngai, V., Kale, A. U., Ferrante di Ruffano, L., Golub, R. M., Collins, G. S., Moher, D., McCradden, M. D., Oakden-Rayner, L., Rivera, S. C., Calvert, M., Kelly, C. J., Lee, C. S., Yau, C., Chan, A.-W., Keane, P. A., Beam, A. L., Denniston, A. K. & Liu, X.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Commun. 15, 1619 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41592-023-02150-0" title="Understanding metric-related pitfalls in image analysis validation" class="g-h-expansion-panels__item-link"> Understanding metric-related pitfalls in image analysis validation </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Reinke, A., Tizabi, M. D., Baumgartner, M., Eisenmann, M., Heckmann-Nötzel, D., Kavur, A. E., Rädsch, T., Sudre, C. H., Acion, L., Antonelli, M., Arbel, T., Bakas, S., Benis, A., Buettner, F., Cardoso, M. J., Cheplygina, V., Chen, J., Christodoulou, E., Cimini, B. A., Farahani, K., Ferrer, L., Galdran, A., van Ginneken, B., Glocker, B., Godau, P., Hashimoto, D. A., Hoffman, M. M., Huisman, M., Isensee, F., Jannin, P., Kahn, C. E., Kainmueller, D., Kainz, B., Karargyris, A., Kleesiek, J., Kofler, F., Kooi, T., Kopp-Schneider, A., Kozubek, M., Kreshuk, A., Kurc, T., Landman, B. A., Litjens, G., Madani, A., Maier-Hein, K., Martel, A. L., Meijering, E., Menze, B., Moons, K. G. M., Müller, H., Nichyporuk, B., Nickel, F., Petersen, J., Rafelski, S. M., Rajpoot, N., Reyes, M., Riegler, M. A., Rieke, N., Saez-Rodriguez, J., Sánchez, C. I., Shetty, S., Summers, R. M., Taha, A. A., Tiulpin, A., Tsaftaris, S. A., Van Calster, B., Varoquaux, G., Yaniv, Z. R., Jäger, P. F. & Maier-Hein, L.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Methods 21, 182–194 (2024).<a href="https://www.readcube.com/articles/10.1038%2Fs41592-023-02150-0?sharing_token=HM8aj0RfYZMzSTTlCUGM9dRgN0jAjWel9jnR3ZoTv0M08741JfNkFctAhSbs8zAMknUTG0vSMASZRmHwSa_8nxAXGc7KVF5TFLeMT9Ll1agMug8F7R-q56R7JRCEihcBh7_RzdaNxWLFdHi-sA3DSbhGUIUPRep38F6JZiVi9lj-gqaG9tK7R0MsnKLnD2atCo5dPmaJChxr8yfI-Y477iIkjIam1jS0cuqhjPpQiwAzB3YnGvUmC6NHTpohkyFcoA-LL27BdMcELjfENJ-mTWdRiBKOZo2lrd95Oxd7XLE%3D" title="readcube">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41467-023-39902-7" title="Detecting shortcut learning for fair medical AI using shortcut testing" class="g-h-expansion-panels__item-link"> Detecting shortcut learning for fair medical AI using shortcut testing </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Brown, A., Tomasev, N., Freyberg, J., Liu, Y., Karthikesalingam, A. & Schrouff, J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Commun. 14, 4314 (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41591-023-02437-x" title="Enhancing the reliability and accuracy of AI-enabled diagnosis via complementarity-driven deferral to clinicians" class="g-h-expansion-panels__item-link"> Enhancing the reliability and accuracy of AI-enabled diagnosis via complementarity-driven deferral to clinicians </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Dvijotham, K., Winkens, J., Barsbey, M., Ghaisas, S., Stanforth, R., Pawlowski, N., Strachan, P., Ahmed, Z., Azizi, S., Bachrach, Y., Culp, L., Daswani, M., Freyberg, J., Kelly, C., Kiraly, A., Kohlberger, T., McKinney, S., Mustafa, B., Natarajan, V., Geras, K., Witowski, J., Qin, Z. Z., Creswell, J., Shetty, S., Sieniek, M., Spitz, T., Corrado, G., Kohli, P., Cemgil, T. & Karthikesalingam, A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Med. 1–7 (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41551-023-01049-7" title="Robust and data-efficient generalization of self-supervised machine learning for diagnostic imaging" class="g-h-expansion-panels__item-link"> Robust and data-efficient generalization of self-supervised machine learning for diagnostic imaging </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Azizi, S., Culp, L., Freyberg, J., Mustafa, B., Baur, S., Kornblith, S., Chen, T., Tomasev, N., Mitrović, J., Strachan, P., Mahdavi, S. S., Wulczyn, E., Babenko, B., Walker, M., Loh, A., Chen, P.-H. C., Liu, Y., Bavishi, P., McKinney, S. M., Winkens, J., Roy, A. G., Beaver, Z., Ryan, F., Krogue, J., Etemadi, M., Telang, U., Liu, Y., Peng, L., Corrado, G. S., Webster, D. R., Fleet, D., Hinton, G., Houlsby, N., Karthikesalingam, A., Norouzi, M. & Natarajan, V.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nature Biomedical Engineering 1–24 (2023). <a href="https://rdcu.be/dd4M9">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://openreview.net/forum?id=K-A4tDJ6HHf" title="Diagnosing failures of fairness transfer across distribution shift in real-world medical settings" class="g-h-expansion-panels__item-link"> Diagnosing failures of fairness transfer across distribution shift in real-world medical settings </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Schrouff, J., Harris, N., Koyejo, O. O., Alabdulmohsin, I., Schnider, E., Opsahl-Ong, K., Brown, A., Roy, S., Mincu, D., Chen, C., Dieng, A., Liu, Y., Natarajan, V., Karthikesalingam, A., Heller, K. A., Chiappa, S. & D’Amour, A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>NeurIPS (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.medrxiv.org/content/10.1101/2022.05.06.22274773v1" title="Comparing human and AI performance in medical machine learning: An open-source Python library for the statistical analysis of reader study data" class="g-h-expansion-panels__item-link"> Comparing human and AI performance in medical machine learning: An open-source Python library for the statistical analysis of reader study data </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>McKinney, S. M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>medRxiv (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://ojs.aaai.org/index.php/HCOMP/article/view/18940" title="Iterative Quality Control Strategies for Expert Medical Image Labeling" class="g-h-expansion-panels__item-link"> Iterative Quality Control Strategies for Expert Medical Image Labeling </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Freeman, B., Hammel, N., Phene, S., Huang, A., Ackermann, R., Kanzheleva, O., Hutson, M., Taggart, C., Duong, Q. & Sayres, R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>HCOMP 9, 60–71 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://openaccess.thecvf.com/content/ICCV2021/html/Azizi_Big_Self-Supervised_Models_Advance_Medical_Image_Classification_ICCV_2021_paper.html" title="Big Self-Supervised Models Advance Medical Image Classification" class="g-h-expansion-panels__item-link"> Big Self-Supervised Models Advance Medical Image Classification </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Azizi, S., Mustafa, B., Ryan, F., Beaver, Z., Freyberg, J., Deaton, J., Loh, A., Karthikesalingam, A., Kornblith, S., Chen, T., Natarajan, V. & Norouzi, M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) 3478–3488 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41746-021-00489-2" title="Privacy-first health research with federated learning" class="g-h-expansion-panels__item-link"> Privacy-first health research with federated learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Sadilek, A., Liu, L., Nguyen, D., Kamruzzaman, M., Serghiou, S., Rader, B., Ingerman, A., Mellem, S., Kairouz, P., Nsoesie, E. O., MacFarlane, J., Vullikanti, A., Marathe, M., Eastham, P., Brownstein, J. S., Arcas, B. A. Y., Howell, M. D. & Hernandez, J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>NPJ Digit Med 4, 132 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2101.05913" title="Supervised Transfer Learning at Scale for Medical Imaging" class="g-h-expansion-panels__item-link"> Supervised Transfer Learning at Scale for Medical Imaging </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Mustafa, B., Loh, A., Freyberg, J., MacWilliams, P., Karthikesalingam, A., Houlsby, N. & Natarajan, V.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CV] (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2101.05224" title="Big Self-Supervised Models Advance Medical Image Classification" class="g-h-expansion-panels__item-link"> Big Self-Supervised Models Advance Medical Image Classification </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Azizi, S., Mustafa, B., Ryan, F., Beaver, Z., Freyberg, J., Deaton, J., Loh, A., Karthikesalingam, A., Kornblith, S., Chen, T., Natarajan, V. & Norouzi, M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [eess.IV] (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2011.03395" title="Underspecification Presents Challenges for Credibility in Modern Machine Learning" class="g-h-expansion-panels__item-link"> Underspecification Presents Challenges for Credibility in Modern Machine Learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>D’Amour, A., Heller, K., Moldovan, D., Adlam, B., Alipanahi, B., Beutel, A., Chen, C., Deaton, J., Eisenstein, J., Hoffman, M. D., Hormozdiari, F., Houlsby, N., Hou, S., Jerfel, G., Karthikesalingam, A., Lucic, M., Ma, Y., McLean, C., Mincu, D., Mitani, A., Montanari, A., Nado, Z., Natarajan, V., Nielson, C., Osborne, T. F., Raman, R., Ramasamy, K., Sayres, R., Schrouff, J., Seneviratne, M., Sequeira, S., Suresh, H., Veitch, V., Vladymyrov, M., Wang, X., Webster, K., Yadlowsky, S., Yun, T., Zhai, X. & Sculley, D.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.LG] (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2007.05566" title="Contrastive Training for Improved Out-of-Distribution Detection" class="g-h-expansion-panels__item-link"> Contrastive Training for Improved Out-of-Distribution Detection </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Winkens, J., Bunel, R., Roy, A. G., Stanforth, R., Natarajan, V., Ledsam, J. R., MacWilliams, P., Kohli, P., Karthikesalingam, A., Kohl, S., Cemgil, T., Ali Eslami, S. M. & Ronneberger, O.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.LG] (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://bmcmedinformdecismak.biomedcentral.com/articles/10.1186/s12911-020-1026-2" title="Customization scenarios for de-identification of clinical notes" class="g-h-expansion-panels__item-link"> Customization scenarios for de-identification of clinical notes </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Hartman, T., Howell, M., Dean, J., Hoory, S., Slyper, R., Laish, I., Gilon, O, Vainstein, D., Corrado, G., Chou, K., Po, M., Williams, J., Ellis, S., Bee, G., Hassidim, A., Amira, R., Beryozkin, G., Szpektor, I., & Matias, Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>BMC (2020).</p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--dermatology" data-event-label="publications-dermatology" data-id="dermatology"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-3"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Dermatology </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-3"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/google-ai-health-information/" title="How we’re using AI to connect people to health information" class="g-h-expansion-panels__item-link"> How we’re using AI to connect people to health information </a> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 19-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/google-ai-health-equity/" title="3 ways we are building equity into our health work" class="g-h-expansion-panels__item-link"> 3 ways we are building equity into our health work </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Ivor Horn</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 19-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.research.google/2024/03/scin-new-resource-for-representative.html" title="SCIN: A new resource for representative dermatology images" class="g-h-expansion-panels__item-link"> SCIN: A new resource for representative dermatology images </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Pooja Rao</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 19-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.research.google/2024/03/heal-framework-for-health-equity.html" title="HEAL: A framework for health equity assessment of machine learning performance" class="g-h-expansion-panels__item-link"> HEAL: A framework for health equity assessment of machine learning performance </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Mike Schaekermann & Ivor Horn</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 15-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.research.google/2024/03/health-specific-embedding-tools-for.html" title="Health-specific embedding tools for dermatology and pathology" class="g-h-expansion-panels__item-link"> Health-specific embedding tools for dermatology and pathology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Dave Steiner & Rory Pilgrim</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 8-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/around-the-globe/google-asia/7-ways-google-health-is-improving-outcomes-in-asia-pacific/" title="7 ways Google Health is improving outcomes in Asia Pacific" class="g-h-expansion-panels__item-link"> 7 ways Google Health is improving outcomes in Asia Pacific </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 18-Jul-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/google-lens/google-lens-features/" title="8 ways Google Lens can help make your life easier" class="g-h-expansion-panels__item-link"> 8 ways Google Lens can help make your life easier </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Lou Wang</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 14-Jun-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/ask-a-techspert-what-does-ai-do-when-it-doesnt-know/" title="Ask a Techspert: What does AI do when it doesn’t know?" class="g-h-expansion-panels__item-link"> Ask a Techspert: What does AI do when it doesn’t know? </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Iz Conroy</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 08-Feb-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2022/01/does-your-medical-image-classifier-know.html" title="Does Your Medical Image Classifier Know What It Doesn’t Know?" class="g-h-expansion-panels__item-link"> Does Your Medical Image Classifier Know What It Doesn’t Know? </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Abhijit Guha Roy & Jie Ren</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 27-Jan-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.tensorflow.org/2021/10/how-DermAssist-uses-TensorFlowJS.html" title="How DermAssist uses TensorFlow.js for on-device image quality checks" class="g-h-expansion-panels__item-link"> How DermAssist uses TensorFlow.js for on-device image quality checks </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Miles Hutson & Aaron Loh</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>TensorFlow Blog | 11-Oct-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/ai-dermatology-preview-io-2021/" title="Using AI to help find answers to common skin conditions" class="g-h-expansion-panels__item-link"> Using AI to help find answers to common skin conditions </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Peggy Bui & Yuan Liu</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 18-May-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/ai-assists-doctors-interpreting-skin-conditions/" title="AI assists doctors in interpreting skin conditions" class="g-h-expansion-panels__item-link"> AI assists doctors in interpreting skin conditions </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Ayush Jain & Peggy Bui</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 28-Apr-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2020/02/generating-diverse-synthetic-medical.html" title="Generating Diverse Synthetic Medical Image Data for Training Machine Learning Models" class="g-h-expansion-panels__item-link"> Generating Diverse Synthetic Medical Image Data for Training Machine Learning Models </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Timo Kohlberger & Yuan Liu</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 19-Feb-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2019/09/using-deep-learning-to-inform.html" title="Using Deep Learning to Inform Differential Diagnoses of Skin Diseases" class="g-h-expansion-panels__item-link"> Using Deep Learning to Inform Differential Diagnoses of Skin Diseases </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Yuan Liu & Peggy Bui</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 12-Sep-2019</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.medrxiv.org/content/10.1101/2024.10.25.24316155v1" title="Searching for dermatology information online using images vs text: A randomized study" class="g-h-expansion-panels__item-link"> Searching for dermatology information online using images vs text: A randomized study </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Krogue, J. D., Sayres, R., Hartford, J., Talreja, A., Bavishi, P., Salaets, N., Raiford, K., Nayar, J., Patel, R., Matias, Y., Corrado, G. S., Berrada, D., Kharbanda, H., Wang, L., Webster, D. R., Duong, Q., Bui, P. & Liu, Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>medRxiv (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.thelancet.com/journals/eclinm/article/PIIS2589-5370(24)00058-0/fulltext" title="Health equity assessment of machine learning performance (HEAL): a framework and dermatology AI model case study" class="g-h-expansion-panels__item-link"> Health equity assessment of machine learning performance (HEAL): a framework and dermatology AI model case study </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Schaekermann, M., Spitz, T., Pyles, M., Cole-Lewis, H., Wulczyn, E., Pfohl, S. R., Martin, D., Jr, Jaroensri, R., Keeling, G., Liu, Y., Farquhar, S., Xue, Q., Lester, J., Hughes, C., Strachan, P., Tan, F., Bui, P., Mermel, C. H., Peng, L. H., Matias, Y., Corrado, G. S., Webster, D. R., Virmani, S., Semturs, C., Liu, Y., Horn, I. & Cameron Chen, P.-H.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>eClinicalMedicine (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.mcpdigitalhealth.org/article/S2949-7612(24)00006-3/fulltext" title="Differences Between Patient and Clinician-Taken Images: Implications for Virtual Care of Skin Conditions" class="g-h-expansion-panels__item-link"> Differences Between Patient and Clinician-Taken Images: Implications for Virtual Care of Skin Conditions </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Rikhye, R. V., Hong, G. E., Singh, P., Smith, M. A., Loh, A., Muralidharan, V., Wong, D., Sayres, R., Phung, M., Betancourt, N., Fong, B., Sahasrabudhe, R., Nasim, K., Eschholz, A., Matias, Y., Corrado, G. S., Chou, K., Webster, D. R., Bui, P., Liu, Y., Liu, Y., Ko, J. & Lin, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Mayo Clinic Proceedings: Digital Health (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://openreview.net/forum?id=CAd6V2qXxc" title="Conformal prediction under ambiguous ground truth" class="g-h-expansion-panels__item-link"> Conformal prediction under ambiguous ground truth </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Stutz, D., Roy, A. G., Matejovicova, T., Strachan, P., Cemgil, A. T. & Doucet, A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Transactions on Machine Learning Research (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2205.15860" title="A Reduction to Binary Approach for Debiasing Multiclass Datasets. Advances in Neural Information Processing Systems" class="g-h-expansion-panels__item-link"> A Reduction to Binary Approach for Debiasing Multiclass Datasets. Advances in Neural Information Processing Systems </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Alabdulmohsin, I.M., Schrouff, J., Koyejo, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>35. NeurIPS (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2210.00092" title="Federated Training of Dual Encoding Models on Small Non-IID Client Datasets" class="g-h-expansion-panels__item-link"> Federated Training of Dual Encoding Models on Small Non-IID Client Datasets </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Vemulapalli, R., Morningstar, W. R., Mansfield, P. A., Eichner, H., Singhal, K., Afkanpour, A. & Green, B.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.LG] (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://onlinelibrary.wiley.com/doi/10.1002/ski2.83" title="Machine learning for clinical operations improvement via case triaging" class="g-h-expansion-panels__item-link"> Machine learning for clinical operations improvement via case triaging </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Huang, S. J., Liu, Y., Kanada, K., Corrado, G. S., Webster, D. R., Peng, L., Bui, P. & Liu, Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Skin Health and Disease (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.sciencedirect.com/science/article/abs/pii/S1361841521003194" title="Does your dermatology classifier know what it doesn’t know? Detecting the long-tail of unseen conditions" class="g-h-expansion-panels__item-link"> Does your dermatology classifier know what it doesn’t know? Detecting the long-tail of unseen conditions </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Guha Roy, A., Ren, J., Azizi, S., Loh, A., Natarajan, V., Mustafa, B., Pawlowski, N., Freyberg, J., Liu, Y., Beaver, Z., Vo, N., Bui, P., Winter, S., MacWilliams, P., Corrado, G. S., Telang, U., Liu, Y., Cemgil, T., Karthikesalingam, A., Lakshminarayanan, B. & Winkens, J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Med. Image Analysis. 75, 102274 (2021). [<a href="https://www.sciencedirect.com/science/article/pii/S1361841521003194?dgcid=coauthor" rel="noopener noreferrer">reading link</a>]</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2779250" title="Development and Assessment of an Artificial Intelligence–Based Tool for Skin Condition Diagnosis by Primary Care Physicians and Nurse Practitioners in Teledermatology Practices" class="g-h-expansion-panels__item-link"> Development and Assessment of an Artificial Intelligence–Based Tool for Skin Condition Diagnosis by Primary Care Physicians and Nurse Practitioners in Teledermatology Practices </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Weng, W.-H., Deaton, J., Natarajan, V., Elsayed, G. F. & Liu, Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p><i>JAMA Netw Open</i> 4, e217249–e217249 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://proceedings.mlr.press/v136/weng20a.html" title="Addressing the Real-world Class Imbalance Problem in Dermatology" class="g-h-expansion-panels__item-link"> Addressing the Real-world Class Imbalance Problem in Dermatology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Weng, W.-H., Deaton, J., Natarajan, V., Elsayed, G. F. & Liu, Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Machine Learning for Health NeurIPS Workshop (ML4H), PMLR 136:415-429 (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://ieeexplore.ieee.org/document/9150913" title="Agreement Between Saliency Maps and Human-Labeled Regions of Interest: Applications to Skin Disease Classification" class="g-h-expansion-panels__item-link"> Agreement Between Saliency Maps and Human-Labeled Regions of Interest: Applications to Skin Disease Classification </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Singh, N., Lee, K., Coz, D., Angermueller, C., Huang, S., Loh, A. & Liu, Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>in 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) 3172–3181 (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41591-020-0842-3" title="A deep learning system for differential diagnosis of skin diseases" class="g-h-expansion-panels__item-link"> A deep learning system for differential diagnosis of skin diseases </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Liu, Y., Jain, A., Eng, C., Way, D. H., Lee, K., Bui, P., Kanada, K., de Oliveira Marinho, G., Gallegos, J., Gabriele, S., Gupta, V., Singh, N., Natarajan, V., Hofmann-Wellenhof, R., Corrado, G. S., Peng, L. H., Webster, D. R., Ai, D., Huang, S., Liu, Y., Carter Dunn, R. & Coz, D.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Med. (2020). <a href="https://rdcu.be/b4fgg">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://proceedings.mlr.press/v116/ghorbani20a.html" title="DermGAN: Synthetic Generation of Clinical Skin Images with Pathology" class="g-h-expansion-panels__item-link"> DermGAN: Synthetic Generation of Clinical Skin Images with Pathology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ghorbani, A., Natarajan, V., Coz, D. & Liu, Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Machine Learning for Health NeurIPS Workshop (ML4H), PMLR 116:155-170 (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://onlinelibrary.wiley.com/doi/abs/10.1111/bjd.18609" title="Measuring clinician-machine agreement in differential diagnoses for dermatology" class="g-h-expansion-panels__item-link"> Measuring clinician-machine agreement in differential diagnoses for dermatology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Eng, C., Liu, Y. & Bhatnagar, R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Br. J. Dermatol. (2019). <a href="https://rdcu.be/cb4cP">readcube</a></p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--endoscopy" data-event-label="publications-endoscopy" data-id="endoscopy"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-4"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Endoscopy </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-4"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2021/08/improved-detection-of-elusive-polyps.html" title="Improved Detection of Elusive Polyps via Machine Learning" class="g-h-expansion-panels__item-link"> Improved Detection of Elusive Polyps via Machine Learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Yossi Matias & Ehud Rivlin</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 5-Aug-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://verily.com/press/verily-opens-new-r-d-center-in-israel-focused-on-the-application-of-ai-in-healthcare/" title="Verily Opens New R&D Center in Israel Focused on the Application of AI in Healthcare" class="g-h-expansion-panels__item-link"> Verily Opens New R&D Center in Israel Focused on the Application of AI in Healthcare </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Robin Suchan</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Verily Press | 5-Aug-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2020/08/using-machine-learning-to-detect.html" title="Using Machine Learning to Detect Deficient Coverage in Colonoscopy Screenings" class="g-h-expansion-panels__item-link"> Using Machine Learning to Detect Deficient Coverage in Colonoscopy Screenings </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Daniel Freedman & Ehud Rivlin</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 28-Aug-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://link.springer.com/article/10.1007/s00464-022-09405-5" title="Artificial intelligence for phase recognition in complex laparoscopic cholecystectomy" class="g-h-expansion-panels__item-link"> Artificial intelligence for phase recognition in complex laparoscopic cholecystectomy </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Golany, T., Aides, A., Freedman, D., Rabani, N., Liu, Y., Rivlin, E., Corrado, G. S., Matias, Y., Khoury, W., Kashtan, H. & Reissman, P.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Surg. Endosc. (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.giejournal.org/article/S0016-5107(21)01468-1/fulltext" title="Detection of elusive polyps via a large-scale artificial intelligence system (with videos)" class="g-h-expansion-panels__item-link"> Detection of elusive polyps via a large-scale artificial intelligence system (with videos) </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Livovsky, D. M., Veikherman, D., Golany, T., Aides, A., Dashinsky, V., Rabani, N., Ben Shimol, D., Blau, Y., Katzir, L., Shimshoni, I., Liu, Y., Segol, O., Goldin, E., Corrado, G., Lachter, J., Matias, Y., Rivlin, E. & Freedman, D.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Gastrointest. Endosc. (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://ieeexplore.ieee.org/abstract/document/9097918" title="Detecting Deficient Coverage in Colonoscopies" class="g-h-expansion-panels__item-link"> Detecting Deficient Coverage in Colonoscopies </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Freedman, D., Blau, Y., Katzir, L., Aides, A., Shimshoni, I., Veikherman, D., Golany, T., Gordon, A., Corrado, G., Matias, Y. & Rivlin, E.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>IEEE Trans. Med. Imaging 1–1 (2020).</p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--epidemiological-forecasting" data-event-label="publications-epidemiological forecasting" data-id="Epidemiological Forecasting"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-5"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Epidemiological Forecasting </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-5"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2021/10/an-ml-based-framework-for-covid-19.html" title="An ML-Based Framework for COVID-19 Epidemiology" class="g-h-expansion-panels__item-link"> An ML-Based Framework for COVID-19 Epidemiology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Joel Shor & Sercan Arik</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 13-Oct-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://cloud.google.com/blog/products/ai-machine-learning/google-and-harvard-improve-covid-19-forecasts" title="Google Cloud, Harvard Global Health Institute release improved COVID-19 Public Forecasts, share lessons learned" class="g-h-expansion-panels__item-link"> Google Cloud, Harvard Global Health Institute release improved COVID-19 Public Forecasts, share lessons learned </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Tomas Pfister</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Cloud Blog | 15-Nov-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://cloud.google.com/blog/products/ai-machine-learning/google-cloud-is-releasing-the-covid-19-public-forecasts" title="Google Cloud AI and Harvard Global Health Institute Collaborate on new COVID-19 forecasting model" class="g-h-expansion-panels__item-link"> Google Cloud AI and Harvard Global Health Institute Collaborate on new COVID-19 forecasting model </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Dario Sava</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Cloud Blog | 3-Aug-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41746-022-00602-z" title="Algorithmic fairness in pandemic forecasting: lessons from COVID-19" class="g-h-expansion-panels__item-link"> Algorithmic fairness in pandemic forecasting: lessons from COVID-19 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Tsai, T. C., Arik, S., Jacobson, B. H., Yoon, J., Yoder, N., Sava, D., Mitchell, M., Graham, G. & Pfister, T.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>NPJ Digit Med 5, 59 (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.pnas.org/doi/abs/10.1073/pnas.2113561119" title="Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States" class="g-h-expansion-panels__item-link"> Evaluation of individual and ensemble probabilistic forecasts of COVID-19 mortality in the United States </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Cramer, E. Y., Ray, E. L., Lopez, V. K., Bracher, J., Brennen, A., Castro Rivadeneira, A. J., Gerding, A., Gneiting, T., House, K. H., Huang, Y., Jayawardena, D., Kanji, A. H., Khandelwal, A., Le, K., Mühlemann, A., Niemi, J., Shah, A., Stark, A., Wang, Y., Wattanachit, N., Zorn, M. W., Gu, Y., Jain, S., Bannur, N., Deva, A., Kulkarni, M., Merugu, S., Raval, A., Shingi, S., Tiwari, A., White, J., Abernethy, N. F., Woody, S., Dahan, M., Fox, S., Gaither, K., Lachmann, M., Meyers, L. A., Scott, J. G., Tec, M., Srivastava, A., George, G. E., Cegan, J. C., Dettwiller, I. D., England, W. P., Farthing, M. W., Hunter, R. H., Lafferty, B., Linkov, I., Mayo, M. L., Parno, M. D., Rowland, M. A., Trump, B. D., Zhang-James, Y., Chen, S., Faraone, S. V., Hess, J., Morley, C. P., Salekin, A., Wang, D., Corsetti, S. M., Baer, T. M., Eisenberg, M. C., Falb, K., Huang, Y., Martin, E. T., McCauley, E., Myers, R. L., Schwarz, T., Sheldon, D., Gibson, G. C., Yu, R., Gao, L., Ma, Y., Wu, D., Yan, X., Jin, X., Wang, Y.-X., Chen, Y., Guo, L., Zhao, Y., Gu, Q., Chen, J., Wang, L., Xu, P., Zhang, W., Zou, D., Biegel, H., Lega, J., McConnell, S., Nagraj, V. P., Guertin, S. L., Hulme-Lowe, C., Turner, S. D., Shi, Y., Ban, X., Walraven, R., Hong, Q.-J., Kong, S., van de Walle, A., Turtle, J. A., Ben-Nun, M., Riley, S., Riley, P., Koyluoglu, U., DesRoches, D., Forli, P., Hamory, B., Kyriakides, C., Leis, H., Milliken, J., Moloney, M., Morgan, J., Nirgudkar, N., Ozcan, G., Piwonka, N., Ravi, M., Schrader, C., Shakhnovich, E., Siegel, D., Spatz, R., Stiefeling, C., Wilkinson, B., Wong, A., Cavany, S., España, G., Moore, S., Oidtman, R., Perkins, A., Kraus, D., Kraus, A., Gao, Z., Bian, J., Cao, W., Lavista Ferres, J., Li, C., Liu, T.-Y., Xie, X., Zhang, S., Zheng, S., Vespignani, A., Chinazzi, M., Davis, J. T., Mu, K., Pastore Y Piontti, A., Xiong, X., Zheng, A., Baek, J., Farias, V., Georgescu, A., Levi, R., Sinha, D., Wilde, J., Perakis, G., Bennouna, M. A., Nze-Ndong, D., Singhvi, D., Spantidakis, I., Thayaparan, L., Tsiourvas, A., Sarker, A., Jadbabaie, A., Shah, D., Della Penna, N., Celi, L. A., Sundar, S., Wolfinger, R., Osthus, D., Castro, L., Fairchild, G., Michaud, I., Karlen, D., Kinsey, M., Mullany, L. C., Rainwater-Lovett, K., Shin, L., Tallaksen, K., Wilson, S., Lee, E. C., Dent, J., Grantz, K. H., Hill, A. L., Kaminsky, J., Kaminsky, K., Keegan, L. T., Lauer, S. A., Lemaitre, J. C., Lessler, J., Meredith, H. R., Perez-Saez, J., Shah, S., Smith, C. P., Truelove, S. A., Wills, J., Marshall, M., Gardner, L., Nixon, K., Burant, J. C., Wang, L., Gao, L., Gu, Z., Kim, M., Li, X., Wang, G., Wang, Y., Yu, S., Reiner, R. C., Barber, R., Gakidou, E., Hay, S. I., Lim, S., Murray, C., Pigott, D., Gurung, H. L., Baccam, P., Stage, S. A., Suchoski, B. T., Prakash, B. A., Adhikari, B., Cui, J., Rodríguez, A., Tabassum, A., Xie, J., Keskinocak, P., Asplund, J., Baxter, A., Oruc, B. E., Serban, N., Arik, S. O., Dusenberry, M., Epshteyn, A., Kanal, E., Le, L. T., Li, C.-L., Pfister, T., Sava, D., Sinha, R., Tsai, T., Yoder, N., Yoon, J., Zhang, L., Abbott, S., Bosse, N. I., Funk, S., Hellewell, J., Meakin, S. R., Sherratt, K., Zhou, M., Kalantari, R., Yamana, T. K., Pei, S., Shaman, J., Li, M. L., Bertsimas, D., Skali Lami, O., Soni, S., Tazi Bouardi, H., Ayer, T., Adee, M., Chhatwal, J., Dalgic, O. O., Ladd, M. A., Linas, B. P., Mueller, P., Xiao, J., Wang, Y., Wang, Q., Xie, S., Zeng, D., Green, A., Bien, J., Brooks, L., Hu, A. J., Jahja, M., McDonald, D., Narasimhan, B., Politsch, C., Rajanala, S., Rumack, A., Simon, N., Tibshirani, R. J., Tibshirani, R., Ventura, V., Wasserman, L., O’Dea, E. B., Drake, J. M., Pagano, R., Tran, Q. T., Ho, L. S. T., Huynh, H., Walker, J. W., Slayton, R. B., Johansson, M. A., Biggerstaff, M. & Reich, N. G.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Proc. Natl. Acad. Sci. U. S. A. 119, e2113561119 (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41746-021-00511-7" title="A prospective evaluation of AI-augmented epidemiology to forecast COVID-19 in the USA and Japan" class="g-h-expansion-panels__item-link"> A prospective evaluation of AI-augmented epidemiology to forecast COVID-19 in the USA and Japan </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Arık, S. Ö., Shor, J., Sinha, R., Yoon, J., Ledsam, J. R., Le, L. T., Dusenberry, M. W., Yoder, N. C., Popendorf, K., Epshteyn, A., Euphrosine, J., Kanal, E., Jones, I., Li, C.-L., Luan, B., Mckenna, J., Menon, V., Singh, S., Sun, M., Ravi, A. S., Zhang, L., Sava, D., Cunningham, K., Kayama, H., Tsai, T., Yoneoka, D., Nomura, S., Miyata, H. & Pfister, T.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>NPJ Digit Med 4, 146 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2007.03113" title="Examining COVID-19 Forecasting using Spatio-Temporal Graph Neural Networks" class="g-h-expansion-panels__item-link"> Examining COVID-19 Forecasting using Spatio-Temporal Graph Neural Networks </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Kapoor, A., Ben, X., Liu, L., Perozzi, B., Barnes, M., Blais, M. & O’Banion, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.LG] (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://proceedings.neurips.cc/paper/2020/hash/d9dbc51dc534921589adf460c85cd824-Abstract.html" title="Interpretable Sequence Learning for Covid-19 Forecasting" class="g-h-expansion-panels__item-link"> Interpretable Sequence Learning for Covid-19 Forecasting </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Arik, Li, Yoon, Sinha, Epshteyn, Le, Menon, Singh, Zhang, Nikoltchev, Sonthalia, Nakhost, Kanal & Pfister.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Adv. Neural Inf. Process. Syst. 2020.</p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--eye-diseases" data-event-label="publications-eye diseases" data-id="eye diseases"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-6"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Eye Diseases </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-6"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/around-the-globe/google-asia/arda-diabetic-retinopathy-india-thailand/" title="How AI is making eyesight-saving care more accessible in resource-constrained settings" class="g-h-expansion-panels__item-link"> How AI is making eyesight-saving care more accessible in resource-constrained settings </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Rajroshan Sawhney</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 17-Oct-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/intl/en-in/company-news/technology/supporting-a-healthier-and-greener-india-with-our-ai/" title="Supporting a healthier and greener India with our AI" class="g-h-expansion-panels__item-link"> Supporting a healthier and greener India with our AI </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by the Google India Team</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google India Blog | 17-Oct-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/inside-google/company-announcements/google-fun-facts-25th-birthday/" title="Google at 25: By the numbers" class="g-h-expansion-panels__item-link"> Google at 25: By the numbers </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Michelle Budzyna & Molly McHugh-Johnson</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 27-Sep-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/around-the-globe/google-asia/7-ways-google-health-is-improving-outcomes-in-asia-pacific/" title="7 ways Google Health is improving outcomes in Asia Pacific" class="g-h-expansion-panels__item-link"> 7 ways Google Health is improving outcomes in Asia Pacific </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 18-Jul-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/5-myths-about-medical-ai-debunked/" title="5 myths about medical AI, debunked" class="g-h-expansion-panels__item-link"> 5 myths about medical AI, debunked </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Kasumi Widner</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 30-May-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/intl/en-au/company-news/technology/ai-diabetic-retinopathy-screening/" title="An eye to the future: How AI could help to improve detection of eye disease in Australian communities" class="g-h-expansion-panels__item-link"> An eye to the future: How AI could help to improve detection of eye disease in Australian communities </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Angus Turner</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Australia Blog | 7-Mar-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.blog.google/technology/health/healthcare-ai-systems-put-people-center/" title="Healthcare AI systems that put people at the center" class="g-h-expansion-panels__item-link"> Healthcare AI systems that put people at the center </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Emma Beede</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 25-Apr-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/check-up-ai-developments-2022/" title="The Check Up: our latest health AI developments" class="g-h-expansion-panels__item-link"> The Check Up: our latest health AI developments </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Greg Corrado</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 24-Mar-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.blog.google/technology/health/new-milestones-helping-prevent-eye-disease-verily/" title="New milestones in helping prevent eye disease with Verily" class="g-h-expansion-panels__item-link"> New milestones in helping prevent eye disease with Verily </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Kasumi Widner & Sunny Virmani</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 25-Feb-2019</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.verily.com/2019/02/launching-powerful-new-screening-tool.html" title="Launching a powerful new screening tool for diabetic eye disease in India" class="g-h-expansion-panels__item-link"> Launching a powerful new screening tool for diabetic eye disease in India </a> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Verily Blog | 25-Feb-2019</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.blog.google/around-the-globe/google-asia/ai-social-good-asia-pacific/" title="AI for Social Good in Asia Pacific" class="g-h-expansion-panels__item-link"> AI for Social Good in Asia Pacific </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Kent Walter</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 13-Dec-2018</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2018/12/improving-effectiveness-of-diabetic.html" title="Improving the Effectiveness of Diabetic Retinopathy Models" class="g-h-expansion-panels__item-link"> Improving the Effectiveness of Diabetic Retinopathy Models </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Rory Sayres & Jonathan Krause</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 13-Dec-2018</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://deepmind.com/blog/article/moorfields-major-milestone" title="A major milestone for the treatment of eye disease" class="g-h-expansion-panels__item-link"> A major milestone for the treatment of eye disease </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Mustafa Suleyman</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>DeepMind Blog | 13-Aug-2018</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/ai/detecting-diabetic-eye-disease-machine-learning/" title="Detecting diabetic eye disease with machine learning" class="g-h-expansion-panels__item-link"> Detecting diabetic eye disease with machine learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Lily Peng</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 29-Nov-2016</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2016/11/deep-learning-for-detection-of-diabetic.html" title="Deep learning for Detection of Diabetic Eye Disease" class="g-h-expansion-panels__item-link"> Deep learning for Detection of Diabetic Eye Disease </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Lily Peng & Varun Gulshan</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 29-Nov-2016</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://tvst.arvojournals.org/article.aspx?articleid=2793096" title="Risk Stratification for Diabetic Retinopathy Screening Order Using Deep Learning: A Multicenter Prospective Study" class="g-h-expansion-panels__item-link"> Risk Stratification for Diabetic Retinopathy Screening Order Using Deep Learning: A Multicenter Prospective Study </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Bora, A., Tiwari, R., Bavishi, P., Virmani, S., Huang, R., Traynis, I., Corrado, G. S., Peng, L., Webster, D. R., Varadarajan, A. V., Pattanapongpaiboon, W., Chopra, R. & Ruamviboonsuk, P.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Transl. Vis. Sci. Technol. 12, 11 (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41591-023-02293-9" title="Lessons learned from translating AI from development to deployment in healthcare" class="g-h-expansion-panels__item-link"> Lessons learned from translating AI from development to deployment in healthcare </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Widner, K., Virmani, S., Krause, J., Nayar, J., Tiwari, R., Pedersen, E. R., Jeji, D., Hammel, N., Matias, Y., Corrado, G. S., Liu, Y., Peng, L. & Webster, D. R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Med. 1–3 (2023). <a href="https://rdcu.be/ddgnb">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://link.springer.com/article/10.1007/s40123-023-00688-y" title="Cost-Utility Analysis of Deep Learning and Trained Human Graders for Diabetic Retinopathy Screening in a Nationwide Program" class="g-h-expansion-panels__item-link"> Cost-Utility Analysis of Deep Learning and Trained Human Graders for Diabetic Retinopathy Screening in a Nationwide Program </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Srisubat, A., Kittrongsiri, K., Sangroongruangsri, S., Khemvaranan, C., Shreibati, J. B., Ching, J., Hernandez, J., Tiwari, R., Hersch, F., Liu, Y., Hanutsaha, P., Ruamviboonsuk, V., Turongkaravee, S., Raman, R. & Ruamviboonsuk, P.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ophthalmol Ther (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://bjo.bmj.com/content/early/2023/02/06/bjo-2022-322237.abstract" title="Validation of a deep learning system for the detection of diabetic retinopathy in Indigenous Australians" class="g-h-expansion-panels__item-link"> Validation of a deep learning system for the detection of diabetic retinopathy in Indigenous Australians </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Chia, M. A., Hersch, F., Sayres, R., Bavishi, P., Tiwari, R., Keane, P. A. & Turner, A. W.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Br. J. Ophthalmol. (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.thelancet.com/journals/landig/article/PIIS2589-7500(22)00017-6/fulltext" title="Real-time diabetic retinopathy screening by deep learning in a multisite national screening programme: a prospective interventional cohort study" class="g-h-expansion-panels__item-link"> Real-time diabetic retinopathy screening by deep learning in a multisite national screening programme: a prospective interventional cohort study </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ruamviboonsuk, P., Tiwari, R., Sayres, R., Nganthavee, V., Hemarat, K., Kongprayoon, A., Raman, R., Levinstein, B., Liu, Y., Schaekermann, M., Lee, R., Virmani, S., Widner, K., Chambers, J., Hersch, F., Peng, L. & Webster, D. R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>The Lancet Digital Health (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://catalyst.nejm.org/doi/full/10.1056/CAT.21.0096" title="Redesigning Clinical Pathways for Immediate Diabetic Retinopathy Screening Results" class="g-h-expansion-panels__item-link"> Redesigning Clinical Pathways for Immediate Diabetic Retinopathy Screening Results </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Pedersen Elin Rønby, Cuadros Jorge, Khan Mahbuba, Fleischmann Sybille, Wolff Gregory, Hammel Naama, Liu Yun & Leung Geoffrey.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>NEJM Catalyst (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2781797" title="Validation and Clinical Applicability of Whole-Volume Automated Segmentation of Optical Coherence Tomography in Retinal Disease Using Deep Learning" class="g-h-expansion-panels__item-link"> Validation and Clinical Applicability of Whole-Volume Automated Segmentation of Optical Coherence Tomography in Retinal Disease Using Deep Learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Wilson, M., Chopra, R., Wilson, M. Z., Cooper, C., MacWilliams, P., Liu, Y., Wulczyn, E., Florea, D., Hughes, C. O., Karthikesalingam, A., Khalid, H., Vermeirsch, S., Nicholson, L., Keane, P. A., Balaskas, K. & Kelly, C. J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>JAMA Ophthalmol. (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.hindawi.com/journals/jdr/2020/8839376/" title="Longitudinal Screening for Diabetic Retinopathy in a Nationwide Screening Program: Comparing Deep Learning and Human Graders" class="g-h-expansion-panels__item-link"> Longitudinal Screening for Diabetic Retinopathy in a Nationwide Screening Program: Comparing Deep Learning and Human Graders </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Limwattanayingyong, J., Nganthavee, V., Seresirikachorn, K., Singalavanija, T., Soonthornworasiri, N., Ruamviboonsuk, V., Rao, C., Raman, R., Grzybowski, A., Schaekermann, M., Peng, L. H., Webster, D. R., Semturs, C., Krause, J., Sayres, R., Hersch, F., Tiwari, R., Liu, Y. & Ruamviboonsuk, P.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Journal of Diabetes Research, 1–8 (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2009.10858" title="Improving medical annotation quality to decrease labeling burden using stratified noisy cross-validation" class="g-h-expansion-panels__item-link"> Improving medical annotation quality to decrease labeling burden using stratified noisy cross-validation </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Hsu J, Phene S, Mitani A, Luo J, Hammel N, Krause J, Sayres R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>in ACM-CHIL <a href="https://arxiv.org/abs/2009.10858">[arXiv]</a>(2020)</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://drc.bmj.com/content/8/1/e001154" title="Adherence to ophthalmology referral, treatment and follow-up after diabetic retinopathy screening in the primary care setting" class="g-h-expansion-panels__item-link"> Adherence to ophthalmology referral, treatment and follow-up after diabetic retinopathy screening in the primary care setting </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Bresnick, G., Cuadros, J. A., Khan, M., Fleischmann, S., Wolff, G., Limon, A., Chang, J., Jiang, L., Cuadros, P. & Pedersen, E. R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>BMJ Open Diabetes Research and Care 8, e001154 (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://dl.acm.org/doi/abs/10.1145/3313831.3376718" title="A Human-Centered Evaluation of a Deep Learning System Deployed in Clinics for the Detection of Diabetic Retinopathy" class="g-h-expansion-panels__item-link"> A Human-Centered Evaluation of a Deep Learning System Deployed in Clinics for the Detection of Diabetic Retinopathy </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Beede, E., Baylor, E., Hersch, F., Iurchenko, A., Wilcox, L., Ruamviboonsuk, P. & Vardoulakis, L. M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems 1–12. Association for Computing Machinery (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://dl.acm.org/doi/abs/10.1145/3313831.3376290" title="Expert Discussions Improve Comprehension of Difficult Cases in Medical Image Assessment" class="g-h-expansion-panels__item-link"> Expert Discussions Improve Comprehension of Difficult Cases in Medical Image Assessment </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Schaekermann, M., Cai, C. J., Huang, A. E. & Sayres, R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems 1–13. Association for Computing Machinery (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.sciencedirect.com/science/article/pii/S0161642019318755" title="Deep Learning and Glaucoma Specialists: The Relative Importance of Optic Disc Features to Predict Glaucoma Referral in Fundus Photographs" class="g-h-expansion-panels__item-link"> Deep Learning and Glaucoma Specialists: The Relative Importance of Optic Disc Features to Predict Glaucoma Referral in Fundus Photographs </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Phene, S., Dunn, R. C., Hammel, N., Liu, Y., Krause, J., Kitade, N., Schaekermann, M., Sayres, R., Wu, D. J., Bora, A., Semturs, C., Misra, A., Huang, A. E., Spitze, A., Medeiros, F. A., Maa, A. Y., Gandhi, M., Corrado, G. S., Peng, L. & Webster, D. R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ophthalmology 126, 1627–1639 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://tvst.arvojournals.org/article.aspx?articleid=2757836" title="Remote Tool-Based Adjudication for Grading Diabetic Retinopathy" class="g-h-expansion-panels__item-link"> Remote Tool-Based Adjudication for Grading Diabetic Retinopathy </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Schaekermann, M., Hammel, N., Terry, M., Ali, T. K., Liu, Y., Basham, B., Campana, B., Chen, W., Ji, X., Krause, J., Corrado, G. S., Peng, L., Webster, D. R., Law, E. & Sayres, R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Transl. Vis. Sci. Technol. 8, 40 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://jamanetwork.com/journals/jamaophthalmology/fullarticle/2734990" title="Performance of a Deep-Learning Algorithm vs Manual Grading for Detecting Diabetic Retinopathy in India" class="g-h-expansion-panels__item-link"> Performance of a Deep-Learning Algorithm vs Manual Grading for Detecting Diabetic Retinopathy in India </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Gulshan, V., Rajan, R. P., Widner, K., Wu, D., Wubbels, P., Rhodes, T., Whitehouse, K., Coram, M., Corrado, G., Ramasamy, K., Raman, R., Peng, L. & Webster, D. R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>JAMA Ophthalmol. (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41746-019-0099-8" title="Deep learning versus human graders for classifying diabetic retinopathy severity in a nationwide screening program" class="g-h-expansion-panels__item-link"> Deep learning versus human graders for classifying diabetic retinopathy severity in a nationwide screening program </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ruamviboonsuk, P., Krause, J., Chotcomwongse, P., Sayres, R., Raman, R., Widner, K., Campana, B. J. L., Phene, S., Hemarat, K., Tadarati, M., Silpa-Archa, S., Limwattanayingyong, J., Rao, C., Kuruvilla, O., Jung, J., Tan, J., Orprayoon, S., Kangwanwongpaisan, C., Sukumalpaiboon, R., Luengchaichawang, C., Fuangkaew, J., Kongsap, P., Chualinpha, L., Saree, S., Kawinpanitan, S., Mitvongsa, K., Lawanasakol, S., Thepchatri, C., Wongpichedchai, L., Corrado, G. S., Peng, L. & Webster, D. R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>npj Digit Med 2, 25 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.aaojournal.org/article/S0161-6420(18)31575-6/fulltext" title="Using a Deep Learning Algorithm and Integrated Gradients Explanation to Assist Grading for Diabetic Retinopathy" class="g-h-expansion-panels__item-link"> Using a Deep Learning Algorithm and Integrated Gradients Explanation to Assist Grading for Diabetic Retinopathy </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Sayres, R., Taly, A., Rahimy, E., Blumer, K., Coz, D., Hammel, N., Krause, J., Narayanaswamy, A., Rastegar, Z., Wu, D., Xu, S., Barb, S., Joseph, A., Shumski, M., Smith, J., Sood, A. B., Corrado, G. S., Peng, L. & Webster, D. R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ophthalmology 126, 552–564 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41591-018-0107-6" title="Clinically applicable deep learning for diagnosis and referral in retinal disease" class="g-h-expansion-panels__item-link"> Clinically applicable deep learning for diagnosis and referral in retinal disease </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Fauw, J., Ledsam, J.R., Romera-Paredes, B., Nikolov, S., Tomasev, N., Blackwell, S., Askham, H., Glorot, X., O’Donoghue, B., Visentin, D., van den Driessche, G., Lakshminarayanan, B., Meyer, C., Mackinder, F., Bouton, S., Ayoub, K., Chopra, R., King, D., Karthikesalingam, A., Hughes, C.O., Raine, R., Hughes, J., Sim, D. A., Egan, C., Tufail, A., Montgomery, H., Hassabis, D., Rees, G., Back, T., Khaw, P.T., Suleyman, M., Cornebise, J., Keane, P.A., & Ronneberger, O.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Med. 24, 1342–1350 (2018). <a href="https://rdcu.be/4sNU">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.aaojournal.org/article/S0161-6420(17)32698-2/fulltext" title="Grader Variability and the Importance of Reference Standards for Evaluating Machine Learning Models for Diabetic Retinopathy" class="g-h-expansion-panels__item-link"> Grader Variability and the Importance of Reference Standards for Evaluating Machine Learning Models for Diabetic Retinopathy </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Krause, J., Gulshan, V., Rahimy, E., Karth, P., Widner, K., Corrado, G. S., Peng, L., & Webster, D.R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ophthalmology 125, 1264–1272 (2018).<a href="https://arxiv.org/pdf/1710.01711.pdf">[arXiv]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://bmchealthservres.biomedcentral.com/articles/10.1186/s12913-018-3427-9" title="Blind spots in telemedicine: a qualitative study of staff workarounds to resolve gaps in diabetes management" class="g-h-expansion-panels__item-link"> Blind spots in telemedicine: a qualitative study of staff workarounds to resolve gaps in diabetes management </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Bouskill, K., Smith-Morris, C., Bresnick, G., Cuadros, J. & Pedersen, E. R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>BMC Health Services Research 18, (2018).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.tandfonline.com/doi/abs/10.1080/01459740.2018.1425839?journalCode=gmea20" title="Diabetic Retinopathy and the Cascade into Vision Loss" class="g-h-expansion-panels__item-link"> Diabetic Retinopathy and the Cascade into Vision Loss </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Smith-Morris, C., Bresnick, G. H., Cuadros, J., Bouskill, K. E. & Pedersen, E. R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Med. Anthropol. 39, 109–122 (2018).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/1703.08774" title="Who Said What: Modeling Individual Labelers Improves Classification" class="g-h-expansion-panels__item-link"> Who Said What: Modeling Individual Labelers Improves Classification </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Guan, M., Gulshan, V., Dai, A, Hinton, G.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>AAAI Conference on Artificial Intelligence (2018).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://jamanetwork.com/journals/jama/fullarticle/2588763" title="Development and validation of a deep learning algorithm for detection of diabetic retinopathy in retinal fundus photographs" class="g-h-expansion-panels__item-link"> Development and validation of a deep learning algorithm for detection of diabetic retinopathy in retinal fundus photographs </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Gulshan, V., Peng, L., Coram, M., Stumpe, M. C., Wu, D., Narayanaswamy, A., Venugopalan, S., Widner, K., Madams, T., Cuadros, J., Ramasamy, K., Nelson, P., Mega, J., & Webster, D.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>JAMA 316, 2402–2410 (2016).</p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--fitbit" data-event-label="publications-fitbit" data-id="Fitbit"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-7"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Fitbit </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-7"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://blog.google/products/fitbit/" title="Google Keyword Blog">Google Keyword Blog</a>] </span> </p> <a href="https://blog.google/products/pixel/pixel-watch-3-loss-of-pulse-detection/" title="Loss of Pulse Detection: A first-of-its-kind feature on Pixel Watch 3" class="g-h-expansion-panels__item-link"> Loss of Pulse Detection: A first-of-its-kind feature on Pixel Watch 3 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Tajinder Gadh & Pramod Rudrapatna</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 13-Aug-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/fitbit-study-sleep/" title="A new study using Fitbit data uncovers connections between sleep and disease" class="g-h-expansion-panels__item-link"> A new study using Fitbit data uncovers connections between sleep and disease </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Logan Schneider & Evan Brittain</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 24-Jul-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/fitbit-webapi-access/" title="Health partners can now more easily access Fitbit heart data" class="g-h-expansion-panels__item-link"> Health partners can now more easily access Fitbit heart data </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Kapil Parakh</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 10-Jul-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/measure-stress-fitbit-google-pixel-watch/" title="How Fitbit can help you measure stress — and use it to your advantage" class="g-h-expansion-panels__item-link"> How Fitbit can help you measure stress — and use it to your advantage </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Molly McHugh-Johnson</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 17-Apr-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://blog.fitbit.com/" title="Fitbit Blog">Fitbit Blog</a>] </span> </p> <a href="https://blog.google/technology/health/google-ai-health-information/" title="How we’re using AI to connect people to health information" class="g-h-expansion-panels__item-link"> How we’re using AI to connect people to health information </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 19-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/fitbit-cardiologist-heart-health-tips/" title="3 heart-health tips from Fitbit’s lead cardiologist" class="g-h-expansion-panels__item-link"> 3 heart-health tips from Fitbit’s lead cardiologist </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Molly McHugh-Johnson</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 6-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/fitbit-charge-6-overview/" title="6 things I learned after using the Fitbit Charge 6 for a week" class="g-h-expansion-panels__item-link"> 6 things I learned after using the Fitbit Charge 6 for a week </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Mike Darling</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 24-Jan-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/new-quest-fitbit-study-metabolic-health/" title="New Fitbit study explores metabolic health" class="g-h-expansion-panels__item-link"> New Fitbit study explores metabolic health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Javier L. Prieto</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 17-Jan-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://blog.fitbit.com/" title="Fitbit Blog">Fitbit Blog</a>] </span> </p> <a href="https://blog.google/products/fitbit/3-ways-fitbit-can-improve-your-health-backed-by-research/" title="3 ways Fitbit can improve your health — backed by research" class="g-h-expansion-panels__item-link"> 3 ways Fitbit can improve your health — backed by research </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Amy McDonough</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 26-Oct-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/pixel/pixel-watch-2-fitbit-charge-6-heart-rate/" title="How Google Pixel Watch 2 and Fitbit Charge 6 improved heart rate tracking" class="g-h-expansion-panels__item-link"> How Google Pixel Watch 2 and Fitbit Charge 6 improved heart rate tracking </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Molly McHugh-Johnson</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 19-Oct-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/pixel/google-pixel-watch-2/" title="Google Pixel Watch 2: New ways to stay healthy, connected and safe" class="g-h-expansion-panels__item-link"> Google Pixel Watch 2: New ways to stay healthy, connected and safe </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Sandeep Waraich</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 4-Oct-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/fitness-tracker-charge-6/" title="Introducing Fitbit Charge 6: Our most advanced tracker yet" class="g-h-expansion-panels__item-link"> Introducing Fitbit Charge 6: Our most advanced tracker yet </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by TJ Varghese</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 28-Sep-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/introducing-the-all-new-fitbit-app/" title="Meet the new Fitbit app that’s redesigned with you in mind" class="g-h-expansion-panels__item-link"> Meet the new Fitbit app that’s redesigned with you in mind </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Maggie Stanphill & Bhanu Narasimhan</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 1-Aug-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/how-we-trained-fitbits-body-response-feature-to-detect-stress/" title="How we trained Fitbit’s Body Response feature to detect stress" class="g-h-expansion-panels__item-link"> How we trained Fitbit’s Body Response feature to detect stress </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Elena Perez & Samy Abdel-Ghaffer</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 2-Jun-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/manage-stress-fitbit/" title="7 ways to stress less with Fitbit" class="g-h-expansion-panels__item-link"> 7 ways to stress less with Fitbit </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Elena Perez</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 4-May-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/stress-relief-google-products/" title="3 ways Google products can help you feel less stressed" class="g-h-expansion-panels__item-link"> 3 ways Google products can help you feel less stressed </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Megan Jones Bell</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 13-Apr-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/pixel/health-ai-better-sleep/" title="6 ways Google AI is helping you sleep better" class="g-h-expansion-panels__item-link"> 6 ways Google AI is helping you sleep better </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Molly McHugh-Johnson</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 16-Mar-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/fitbit-pixel-watch-nest-better-sleep-stress-less-recovery-2023/" title="3 ways to take better care of your mind and body in 2023" class="g-h-expansion-panels__item-link"> 3 ways to take better care of your mind and body in 2023 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Megan Jones Bell</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 5-Jan-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/8-things-we-launched-in-2022-to-support-your-health/" title="8 things we launched in 2022 to support your health" class="g-h-expansion-panels__item-link"> 8 things we launched in 2022 to support your health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Iz Conroy</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 21-Dec-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/fitbit-sleep-premium-experience/" title="I tried Fitbit’s new sleep features for two months" class="g-h-expansion-panels__item-link"> I tried Fitbit’s new sleep features for two months </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Zahra Barnes</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 20-Dec-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/pixel/google-pixel-watch/" title="Google Pixel Watch: Help by Google, health by Fitbit" class="g-h-expansion-panels__item-link"> Google Pixel Watch: Help by Google, health by Fitbit </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Sandeep Waraich</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 6-Oct-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/fitbit-sense-2-versa-4/" title="8 things to try now on Fitbit Sense 2 and Versa 4" class="g-h-expansion-panels__item-link"> 8 things to try now on Fitbit Sense 2 and Versa 4 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by TJ Varghese</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 29-Sep-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/health-equity-summit-2022/" title="Our work toward health equity" class="g-h-expansion-panels__item-link"> Our work toward health equity </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Ivor Horn</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 12-Sep-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/fall-2022/" title="Fitbit’s fall lineup: helping you live your healthiest life" class="g-h-expansion-panels__item-link"> Fitbit’s fall lineup: helping you live your healthiest life </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by TJ Varghese</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 24-Aug-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/inspire-3/" title="Kick-start your fitness routine with Fitbit Inspire 3" class="g-h-expansion-panels__item-link"> Kick-start your fitness routine with Fitbit Inspire 3 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by The Fitbit Team</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 24-Aug-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/versa-4-sense-2/" title="Manage your health and fitness with Fitbit Versa 4 and Sense 2" class="g-h-expansion-panels__item-link"> Manage your health and fitness with Fitbit Versa 4 and Sense 2 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by The Fitbit Team</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 24-Aug-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/sleep-profile/" title="Improve your ZZZs with Fitbit Premium Sleep Profile" class="g-h-expansion-panels__item-link"> Improve your ZZZs with Fitbit Premium Sleep Profile </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by The Fitbit Team</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 22-Jun-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/mental-health-month-2022/" title="Mental health resources you can count on" class="g-h-expansion-panels__item-link"> Mental health resources you can count on </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Megan Jones Bell</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 17-May-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/fitbit/irregular-heart-rhythm-notifications/" title="New Fitbit feature makes AFib detection more accessible" class="g-h-expansion-panels__item-link"> New Fitbit feature makes AFib detection more accessible </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by The Fitbit Team</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 11-Apr-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/check-up-consumer-developments-2022/" title="The Check Up: helping people live healthier lives" class="g-h-expansion-panels__item-link"> The Check Up: helping people live healthier lives </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 24-Mar-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41591-024-03155-8" title="Sleep patterns and risk of chronic disease as measured by long-term monitoring with commercial wearable devices in the All of Us Research Program" class="g-h-expansion-panels__item-link"> Sleep patterns and risk of chronic disease as measured by long-term monitoring with commercial wearable devices in the All of Us Research Program </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Zheng, N. S., Annis, J., Master, H., Han, L., Gleichauf, K., Ching, J. H., Nasser, M., Coleman, P., Desine, S., Ruderfer, D. M., Hernandez, J., Schneider, L. D. & Brittain, E. L.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Med. (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://journals.plos.org/digitalhealth/article?id=10.1371/journal.pdig.0000236" title="Measure by measure: Resting heart rate across the 24-hour cycle" class="g-h-expansion-panels__item-link"> Measure by measure: Resting heart rate across the 24-hour cycle </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Speed, C., Arneil, T., Harle, R., Wilson, A., Karthikesalingam, A., McConnell, M. & Phillips, J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>PLOS Digit Health 2, e0000236 (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.ahajournals.org/doi/10.1161/CIRCULATIONAHA.122.060291" title="Detection of Atrial Fibrillation in a Large Population Using Wearable Devices: The Fitbit Heart Study" class="g-h-expansion-panels__item-link"> Detection of Atrial Fibrillation in a Large Population Using Wearable Devices: The Fitbit Heart Study </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Lubitz, S. A., Faranesh, A. Z., Selvaggi, C., Atlas, S. J., McManus, D. D., Singer, D. E., Pagoto, S., McConnell, M. V., Pantelopoulos, A. & Foulkes, A. S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Circulation (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.frontiersin.org/articles/10.3389/fphys.2022.898251/full" title="Occurrence of Relative Bradycardia and Relative Tachycardia in Individuals Diagnosed With COVID-19" class="g-h-expansion-panels__item-link"> Occurrence of Relative Bradycardia and Relative Tachycardia in Individuals Diagnosed With COVID-19 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Natarajan, A., Su, H.-W. & Heneghan, C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Front. Physiol. 13, 898251 (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41746-021-00493-6" title="Measurement of respiratory rate using wearable devices and applications to COVID-19 detection" class="g-h-expansion-panels__item-link"> Measurement of respiratory rate using wearable devices and applications to COVID-19 detection </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Natarajan, A., Su, H.-W., Heneghan, C., Blunt, L., O’Connor, C. & Niehaus, L.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>NPJ Digit Med 4, 136 (2021).</p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--genomics" data-event-label="publications-genomics" data-id="genomics"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-8"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Genomics </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-8"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://goo.gl/deepvariant" title="DeepVariant Blog">DeepVariant Blog</a>] </span> </p> <a href="https://research.google/blog/learning-deepvariants-hidden-powers/" title="Learning DeepVariant's hidden powers" class="g-h-expansion-panels__item-link"> Learning DeepVariant's hidden powers </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Atilla Kiraly & Yuchen Zhou</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 22-Oct-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://goo.gl/deepvariant" title=" DeepVariant Blog"> DeepVariant Blog</a>] </span> </p> <a href="https://blog.google/technology/health/first-pangenome-reference-nature-paper-ai/" title="A breakthrough to better represent human genetic diversity" class="g-h-expansion-panels__item-link"> A breakthrough to better represent human genetic diversity </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Andrew Carroll</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 10-May-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2023/05/building-better-pangenomes-to-improve.html" title="Building better pangenomes to improve the equity of genomics" class="g-h-expansion-panels__item-link"> Building better pangenomes to improve the equity of genomics </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Andrew Carroll & Kishwar Shafin</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 10-May-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2023/04/an-ml-based-approach-to-better.html" title="An ML-based approach to better characterize lung diseases" class="g-h-expansion-panels__item-link"> An ML-based approach to better characterize lung diseases </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Babak Behsaz & Andrew Carroll</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 27-Apr-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.research.google/2023/04/developing-aging-clock-using-deep.html" title="Developing an aging clock using deep learning on retinal images" class="g-h-expansion-panels__item-link"> Developing an aging clock using deep learning on retinal images </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Sara Ahadi & Andrew Carroll</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 11-Apr-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.blog.google/technology/ai/7-ways-google-is-using-ai-to-help-solve-societys-challenges/" title="7 ways Google is using AI to help solve society's challenges" class="g-h-expansion-panels__item-link"> 7 ways Google is using AI to help solve society's challenges </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Katie Malczyk</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 17-Jan-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/a-new-genome-sequencing-tool-powered-with-our-technology/" title="A new genome sequencing tool powered with our technology" class="g-h-expansion-panels__item-link"> A new genome sequencing tool powered with our technology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Andrew Carroll</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 26-Oct-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/advancing-genomics-better-understand-and-treat-disease/" title="Advancing genomics to better understand and treat disease" class="g-h-expansion-panels__item-link"> Advancing genomics to better understand and treat disease </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Andrew Carroll & Pi-Chuan Chang</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 13-Jan-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://opensource.googleblog.com/2022/01/DeepNull%20an%20open-source%20method%20to%20improve%20the%20discovery%20power%20of%20genetic%20association%20studies.html" title="DeepNull: an open-source method to improve the discovery power of genetic association studies" class="g-h-expansion-panels__item-link"> DeepNull: an open-source method to improve the discovery power of genetic association studies </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Farhad Hormozdiari & Andrew Carroll</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Open Source Blog | 11-Jan-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2021/06/improving-genomic-discovery-with.html" title="Improving Genomic Discovery with Machine Learning" class="g-h-expansion-panels__item-link"> Improving Genomic Discovery with Machine Learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Andrew Carroll & Cory McLean</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 23-Jun-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2020/09/improving-accuracy-of-genomic-analysis.html" title="Improving the Accuracy of Genomic Analysis with DeepVariant 1.0" class="g-h-expansion-panels__item-link"> Improving the Accuracy of Genomic Analysis with DeepVariant 1.0 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Andrew Carroll & Pi-Chuan Chang</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 18-Sep-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2018/04/deepvariant-accuracy-improvements-for.html" title="DeepVariant Accuracy Improvements for Genetic Datatypes" class="g-h-expansion-panels__item-link"> DeepVariant Accuracy Improvements for Genetic Datatypes </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Pi-Chuan Chang & Lizzie Dorfman</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 19-Apr-2018</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2017/12/deepvariant-highly-accurate-genomes.html" title="DeepVariant: Highly Accurate Genomes With Deep Neural Networks" class="g-h-expansion-panels__item-link"> DeepVariant: Highly Accurate Genomes With Deep Neural Networks </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Mark DePristo & Ryan Poplin</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 4-Dec-2017</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/ai/ai-resident-work-suhani-vora-and-her-work-genomics/" title="An AI Resident at work: Suhani Vora and her work on genomics" class="g-h-expansion-panels__item-link"> An AI Resident at work: Suhani Vora and her work on genomics </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Phing Lee</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 17-Nov-2017</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41592-024-02407-2" title="Personalized pangenome references" class="g-h-expansion-panels__item-link"> Personalized pangenome references </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Sirén, J., Eskandar, P., Ungaro, M. T., Hickey, G., Eizenga, J. M., Novak, A. M., Chang, X., Chang, P.-C., Kolmogorov, M., Carroll, A., Monlong, J. & Paten, B.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Methods 1–7 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41467-024-50079-5" title="Local read haplotagging enables accurate long-read small variant calling" class="g-h-expansion-panels__item-link"> Local read haplotagging enables accurate long-read small variant calling </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Kolesnikov, A., Cook, D., Nattestad, M. et al.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat Commun 15, 5907 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41588-024-01831-6" title="Unsupervised representation learning on high-dimensional clinical data improves genomic discovery and prediction" class="g-h-expansion-panels__item-link"> Unsupervised representation learning on high-dimensional clinical data improves genomic discovery and prediction </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Yun, T., Cosentino, J., Behsaz, B., McCaw, Z. R., Hill, D., Luben, R., Lai, D., Bates, J., Yang, H., Schwantes-An, T.-H., Zhou, Y., Khawaja, A. P., Carroll, A., Hobbs, B. D., Cho, M. H., McLean, C. Y. & Hormozdiari, F.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Genet. (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41592-023-01993-x" title="Scalable Nanopore sequencing of human genomes provides a comprehensive view of haplotype-resolved variation and methylation" class="g-h-expansion-panels__item-link"> Scalable Nanopore sequencing of human genomes provides a comprehensive view of haplotype-resolved variation and methylation </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Kolmogorov, M., Billingsley, K. J., Mastoras, M., Meredith, M., Monlong, J., Lorig-Roach, R., Asri, M., Alvarez Jerez, P., Malik, L., Dewan, R., Reed, X., Genner, R. M., Daida, K., Behera, S., Shafin, K., Pesout, T., Prabakaran, J., Carnevali, P., Yang, J., Rhie, A., Scholz, S. W., Traynor, B. J., Miga, K. H., Jain, M., Timp, W., Phillippy, A. M., Chaisson, M., Sedlazeck, F. J., Blauwendraat, C. & Paten, B.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Methods 20, 1483–1492 (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41586-023-06457-y" title="The complete sequence of a human Y chromosome" class="g-h-expansion-panels__item-link"> The complete sequence of a human Y chromosome </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Rhie, A., Nurk, S., Cechova, M., Hoyt, S. J., Taylor, D. J., Altemose, N., Hook, P. W., Koren, S., Rautiainen, M., Alexandrov, I. A., Allen, J., Asri, M., Bzikadze, A. V., Chen, N.-C., Chin, C.-S., Diekhans, M., Flicek, P., Formenti, G., Fungtammasan, A., Garcia Giron, C., Garrison, E., Gershman, A., Gerton, J. L., Grady, P. G. S., Guarracino, A., Haggerty, L., Halabian, R., Hansen, N. F., Harris, R., Hartley, G. A., Harvey, W. T., Haukness, M., Heinz, J., Hourlier, T., Hubley, R. M., Hunt, S. E., Hwang, S., Jain, M., Kesharwani, R. K., Lewis, A. P., Li, H., Logsdon, G. A., Lucas, J. K., Makalowski, W., Markovic, C., Martin, F. J., Mc Cartney, A. M., McCoy, R. C., McDaniel, J., McNulty, B. M., Medvedev, P., Mikheenko, A., Munson, K. M., Murphy, T. D., Olsen, H. E., Olson, N. D., Paulin, L. F., Porubsky, D., Potapova, T., Ryabov, F., Salzberg, S. L., Sauria, M. E. G., Sedlazeck, F. J., Shafin, K., Shepelev, V. A., Shumate, A., Storer, J. M., Surapaneni, L., Taravella Oill, A. M., Thibaud-Nissen, F., Timp, W., Tomaszkiewicz, M., Vollger, M. R., Walenz, B. P., Watwood, A. C., Weissensteiner, M. H., Wenger, A. M., Wilson, M. A., Zarate, S., Zhu, Y., Zook, J. M., Eichler, E. E., O’Neill, R. J., Schatz, M. C., Miga, K. H., Makova, K. D. & Phillippy, A. M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nature (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41586-023-05896-x" title="A draft human pangenome reference" class="g-h-expansion-panels__item-link"> A draft human pangenome reference </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Liao, W.-W., Asri, M., Ebler, J., Doerr, D., Haukness, M., Hickey, G., Lu, S., Lucas, J. K., Monlong, J., Abel, H. J., Buonaiuto, S., Chang, X. H., Cheng, H., Chu, J., Colonna, V., Eizenga, J. M., Feng, X., Fischer, C., Fulton, R. S., Garg, S., Groza, C., Guarracino, A., Harvey, W. T., Heumos, S., Howe, K., Jain, M., Lu, T.-Y., Markello, C., Martin, F. J., Mitchell, M. W., Munson, K. M., Mwaniki, M. N., Novak, A. M., Olsen, H. E., Pesout, T., Porubsky, D., Prins, P., Sibbesen, J. A., Sirén, J., Tomlinson, C., Villani, F., Vollger, M. R., Antonacci-Fulton, L. L., Baid, G., Baker, C. A., Belyaeva, A., Billis, K., Carroll, A., Chang, P.-C., Cody, S., Cook, D. E., Cook-Deegan, R. M., Cornejo, O. E., Diekhans, M., Ebert, P., Fairley, S., Fedrigo, O., Felsenfeld, A. L., Formenti, G., Frankish, A., Gao, Y., Garrison, N. A., Giron, C. G., Green, R. E., Haggerty, L., Hoekzema, K., Hourlier, T., Ji, H. P., Kenny, E. E., Koenig, B. A., Kolesnikov, A., Korbel, J. O., Kordosky, J., Koren, S., Lee, H., Lewis, A. P., Magalhães, H., Marco-Sola, S., Marijon, P., McCartney, A., McDaniel, J., Mountcastle, J., Nattestad, M., Nurk, S., Olson, N. D., Popejoy, A. B., Puiu, D., Rautiainen, M., Regier, A. A., Rhie, A., Sacco, S., Sanders, A. D., Schneider, V. A., Schultz, B. I., Shafin, K., Smith, M. W., Sofia, H. J., Abou Tayoun, A. N., Thibaud-Nissen, F., Tricomi, F. F., Wagner, J., Walenz, B., Wood, J. M. D., Zimin, A. V., Bourque, G., Chaisson, M. J. P., Flicek, P., Phillippy, A. M., Zook, J. M., Eichler, E. E., Haussler, D., Wang, T., Jarvis, E. D., Miga, K. H., Garrison, E., Marschall, T., Hall, I. M., Li, H. & Paten, B.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nature 617, 312–324 (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41588-023-01372-4" title="Inference of chronic obstructive pulmonary disease with deep learning on raw spirograms identifies new genetic loci and improves risk models" class="g-h-expansion-panels__item-link"> Inference of chronic obstructive pulmonary disease with deep learning on raw spirograms identifies new genetic loci and improves risk models </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Cosentino, J., Behsaz, B., Alipanahi, B., McCaw, Z. R., Hill, D., Schwantes-An, T.-H., Lai, D., Carroll, A., Hobbs, B. D., Cho, M. H., McLean, C. Y. & Hormozdiari, F.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Genet. (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.biorxiv.org/content/10.1101/2022.12.22.521488v1" title="Best: A Tool for Characterizing Sequencing Errors" class="g-h-expansion-panels__item-link"> Best: A Tool for Characterizing Sequencing Errors </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Liu, D., Belyaeva, A., Shafin, K., Chang, P.-C., Carroll, A. & Cook, D. E.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>bioRxiv (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://openreview.net/forum?id=Dou7a5eJRYm" title="Knowledge distillation for fast and accurate DNA sequence correction." class="g-h-expansion-panels__item-link"> Knowledge distillation for fast and accurate DNA sequence correction. </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Belyaeva, A., Shor, J., Cook, D. E., Shafin, K., Liu, D., Töpfer, A., Wenger, A. M., Rowell, W. J., Yang, H., Kolesnikov, A., McLean, C. Y., Nattestad, M., Carroll, A. & Chang, P.-C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>NeurIPS (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://openreview.net/forum?id=gM-Xvd9IhMy" title="An Empirical Study of ML-based Phenotyping and Denoising for Improved Genomic Discovery" class="g-h-expansion-panels__item-link"> An Empirical Study of ML-based Phenotyping and Denoising for Improved Genomic Discovery </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Yuan, B., McLean, C. Y., Hormozdiari, F. I. & Cosentino, J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>NeurIPS (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41587-022-01435-7" title="DeepConsensus improves the accuracy of sequences with a gap-aware sequence transformer" class="g-h-expansion-panels__item-link"> DeepConsensus improves the accuracy of sequences with a gap-aware sequence transformer </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Baid, G., Cook, D. E., Shafin, K., Yun, T., Llinares-López, F., Berthet, Q., Belyaeva, A., Töpfer, A., Wenger, A. M., Rowell, W. J., Yang, H., Kolesnikov, A., Ammar, W., Vert, J.-P., Vaswani, A., McLean, C. Y., Nattestad, M., Chang, P.-C. & Carroll, A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Biotechnol. (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.sciencedirect.com/science/article/pii/S2666979X2200057X" title="Benchmarking challenging small variants with linked and long reads" class="g-h-expansion-panels__item-link"> Benchmarking challenging small variants with linked and long reads </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Wagner, J., Olson, N. D., Harris, L., Khan, Z., Farek, J., Mahmoud, M., Stankovic, A., Kovacevic, V., Yoo, B., Miller, N., Rosenfeld, J. A., Ni, B., Zarate, S., Kirsche, M., Aganezov, S., Schatz, M. C., Narzisi, G., Byrska-Bishop, M., Clarke, W., Evani, U. S., Markello, C., Shafin, K., Zhou, X., Sidow, A., Bansal, V., Ebert, P., Marschall, T., Lansdorp, P., Hanlon, V., Mattsson, C.-A., Barrio, A. M., Fiddes, I. T., Xiao, C., Fungtammasan, A., Chin, C.-S., Wenger, A. M., Rowell, W. J., Sedlazeck, F. J., Carroll, A., Salit, M. & Zook, J. M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Cell Genom 2, (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://genome.cshlp.org/content/32/5/893.full" title="A complete pedigree-based graph workflow for rare candidate variant analysis" class="g-h-expansion-panels__item-link"> A complete pedigree-based graph workflow for rare candidate variant analysis </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Markello, C., Huang, C., Rodriguez, A., Carroll, A., Chang, P.-C., Eizenga, J., Markello, T., Haussler, D. & Paten, B.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Genome Res. 32, 893–903 (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41587-022-01221-5" title="Accelerated identification of disease-causing variants with ultra-rapid nanopore genome sequencing" class="g-h-expansion-panels__item-link"> Accelerated identification of disease-causing variants with ultra-rapid nanopore genome sequencing </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Goenka, S. D., Gorzynski, J. E., Shafin, K., Fisk, D. G., Pesout, T., Jensen, T. D., Monlong, J., Chang, P.-C., Baid, G., Bernstein, J. A., Christle, J. W., Dalton, K. P., Garalde, D. R., Grove, M. E., Guillory, J., Kolesnikov, A., Nattestad, M., Ruzhnikov, M. R. Z., Samadi, M., Sethia, A., Spiteri, E., Wright, C. J., Xiong, K., Zhu, T., Jain, M., Sedlazeck, F. J., Carroll, A., Paten, B. & Ashley, E. A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Biotechnol. (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nejm.org/doi/full/10.1056/NEJMc2112090" title="Ultrarapid Nanopore Genome Sequencing in a Critical Care Setting" class="g-h-expansion-panels__item-link"> Ultrarapid Nanopore Genome Sequencing in a Critical Care Setting </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Gorzynski, J. E., Goenka, S. D., Shafin, K., Jensen, T. D., Fisk, D. G., Grove, M. E., Spiteri, E., Pesout, T., Monlong, J., Baid, G., Bernstein, J. A., Ceresnak, S., Chang, P.-C., Christle, J. W., Chubb, H., Dalton, K. P., Dunn, K., Garalde, D. R., Guillory, J., Knowles, J. W., Kolesnikov, A., Ma, M., Moscarello, T., Nattestad, M., Perez, M., Ruzhnikov, M. R. Z., Samadi, M., Setia, A., Wright, C., Wusthoff, C. J., Xiong, K., Zhu, T., Jain, M., Sedlazeck, F. J., Carroll, A., Paten, B. & Ashley, E. A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>N. Engl. J. Med. (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.ahajournals.org/doi/10.1161/CIRCGEN.121.003591" title="Ultra-Rapid Nanopore Whole Genome Genetic Diagnosis of Dilated Cardiomyopathy in an Adolescent With Cardiogenic Shock" class="g-h-expansion-panels__item-link"> Ultra-Rapid Nanopore Whole Genome Genetic Diagnosis of Dilated Cardiomyopathy in an Adolescent With Cardiogenic Shock </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Gorzynski, J. E., Goenka, S. D., Shafin, K., Jensen, T. D., Fisk, D. G., Grove, M. E., Spiteri, E., Pesout, T., Monlong, J., Bernstein, J. A., Ceresnak, S., Chang, P.-C., Christle, J. W., Chubb, H., Dunn, K., Garalde, D. R., Guillory, J., Ruzhnikov, M. R. Z., Wright, C., Wusthoff, C. J., Xiong, K., Hollander, S. A., Berry, G. J., Jain, M., Sedlazeck, F. J., Carroll, A., Paten, B. & Ashley, E. A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Circ Genom Precis Med 15, e003591 (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.science.org/doi/10.1126/science.abg8871" title="Pangenomics enables genotyping of known structural variants in 5202 diverse genomes" class="g-h-expansion-panels__item-link"> Pangenomics enables genotyping of known structural variants in 5202 diverse genomes </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Sirén, J., Monlong, J., Chang, X., Novak, A. M., Eizenga, J. M., Markello, C., Sibbesen, J. A., Hickey, G., Chang, P.-C., Carroll, A., Gupta, N., Gabriel, S., Blackwell, T. W., Ratan, A., Taylor, K. D., Rich, S. S., Rotter, J. I., Haussler, D., Garrison, E. & Paten, B.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Science 374 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41467-021-27930-0" title="DeepNull models non-linear covariate effects to improve phenotypic prediction and association power" class="g-h-expansion-panels__item-link"> DeepNull models non-linear covariate effects to improve phenotypic prediction and association power </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>McCaw, Z. R., Colthurst, T., Yun, T., Furlotte, N. A., Carroll, A., Alipanahi, B., McLean, C. Y. & Hormozdiari, F.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Commun. 13, 241 (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s42003-021-02777-9" title="A population-specific reference panel for improved genotype imputation in African Americans" class="g-h-expansion-panels__item-link"> A population-specific reference panel for improved genotype imputation in African Americans </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>O’Connell, J., Yun, T., Moreno, M., Li, H., Litterman, N., Kolesnikov, A., Noblin, E., Chang, P.-C.,Shastri, A., Dorfman, E. H., Shringarpure, S., Auton, A., Carroll, A. & McLean, C. Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Communications Biology 4, 1–9 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41592-021-01299-w" title="Haplotype-aware variant calling with PEPPER-Margin-DeepVariant enables high accuracy in nanopore long-reads" class="g-h-expansion-panels__item-link"> Haplotype-aware variant calling with PEPPER-Margin-DeepVariant enables high accuracy in nanopore long-reads </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Shafin, K., Pesout, T., Chang, P.-C., Nattestad, M., Kolesnikov, A., Goel, S., Baid, G., Kolmogorov, M., Eizenga, J. M., Miga, K. H., Carnevali, P., Jain, M., Carroll, A. & Paten, B.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Methods 18, 1322–1332 (2021). <a href="https://www.readcube.com/articles/10.1038%2Fs41592-021-01299-w?sharing_token=2eC3GOsrSVzz5Oijv2HYntRgN0jAjWel9jnR3ZoTv0NfNnRB4a1dtto-HAKUzhdxBT5glrNvhRqhuf6E6JWSgxQd__S1EEsu0UustnL7lY_UGq8RkF3j383uEvQjBdP3LKB0MP1KTXDDF_fQE6uKYyGVy54B3qVMWHQASzq0d3_-RwKH_RPP2vvJDBv-djkBffr8IQ9RYsU6DY2uoZjXudRYH1foqX1RW0GuvedbqEZbj7Cqp4-hd5tgjQOt4wOjrnuqIUQeJI0mrr1oBwtTE7JNwt_AjZHGksABehLk_QM%3D" title="readcube">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.biorxiv.org/content/10.1101/2021.08.31.458403v1" title="DeepConsensus: Gap-Aware Sequence Transformers for Sequence Correction" class="g-h-expansion-panels__item-link"> DeepConsensus: Gap-Aware Sequence Transformers for Sequence Correction </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Baid, G., Cook, D. E., Shafin, K., Yun, T., Llinares-López, F., Berthet, Q., Wenger, A. M., Rowell, W. J., Nattestad, M., Yang, H., Kolesnikov, A., Töpfer, A., Ammar, W., Vert, J.-P., Vaswani, A., McLean, C. Y., Chang, P.-C. & Carroll, A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>bioRxiv 2021.08.31.458403 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.cell.com/ajhg/fulltext/S0002-9297(21)00188-9" title="Large-scale machine learning-based phenotyping significantly improves genomic discovery for optic nerve head morphology" class="g-h-expansion-panels__item-link"> Large-scale machine learning-based phenotyping significantly improves genomic discovery for optic nerve head morphology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Alipanahi, B., Hormozdiari, F., Behsaz, B., Cosentino, J., McCaw, Z. R., Schorsch, E., Sculley, D., Dorfman, E. H., Foster, P. J., Peng, L. H., Phene, S., Hammel, N., Carroll, A., Khawaja, A. P. & McLean, C. Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Am. J. Hum. Genet. (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://doi.org/10.1093/bioinformatics/btaa1081" title="Accurate, scalable cohort variant calls using DeepVariant and GLnexus" class="g-h-expansion-panels__item-link"> Accurate, scalable cohort variant calls using DeepVariant and GLnexus </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Yun, T., Li, H., Chang, P-C., Lin, M., Carroll, A., & McLean, C. Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Bioinformatics 36, 5582-5589 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2103.12725" title="SLOE: A Faster Method for Statistical Inference in High-Dimensional Logistic Regression" class="g-h-expansion-panels__item-link"> SLOE: A Faster Method for Statistical Inference in High-Dimensional Logistic Regression </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Yadlowsky, S., Yun, T., McLean, C. & D’Amour, A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [stat.ML] (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2011.13012" title="Large-scale machine learning-based phenotyping significantly improves genomic discovery for optic nerve head morphology" class="g-h-expansion-panels__item-link"> Large-scale machine learning-based phenotyping significantly improves genomic discovery for optic nerve head morphology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Alipanahi, B., Hormozdiari, F., Behsaz, B., Cosentino, J., McCaw, Z. R., Schorsch, E., Sculley, D., Dorfman, E. H., Phene, S., Hammel, N., Carroll, A., Khawaja, A. P. & McLean, C. Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [q-bio.GN] (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://academic.oup.com/bioinformatics/article/35/21/4389/5420550" title="GenomeWarp: an alignment-based variant coordinate transformation" class="g-h-expansion-panels__item-link"> GenomeWarp: an alignment-based variant coordinate transformation </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>McLean, C. Y., Hwang, Y., Poplin, R. & DePristo, M. A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Bioinformatics 35, 4389–4391 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41587-019-0217-9" title="Accurate circular consensus long-read sequencing improves variant detection and assembly of a human genome" class="g-h-expansion-panels__item-link"> Accurate circular consensus long-read sequencing improves variant detection and assembly of a human genome </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Wenger, A. M., Peluso, P., Rowell, W. J., Chang, P.-C., Hall, R. J., Concepcion, G. T., Ebler, J., Fungtammasan, A., Kolesnikov, A., Olson, N. D., Töpfer, A., Alonge, M., Mahmoud, M., Qian, Y., Chin, C.-S., Phillippy, A. M., Schatz, M. C., Myers, G., DePristo, M. A., Ruan, J., Marschall, T., Sedlazeck, F. J., Zook, J. M., Li, H., Koren, S., Carroll, A., Rank, D. R. & Hunkapiller, M. W.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Biotechnol. 37, 1155–1162 (2019). <a href="https://rdcu.be/b6mzm" title="readcube">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/nbt.4235" title="A universal SNP and small-indel variant caller using deep neural networks" class="g-h-expansion-panels__item-link"> A universal SNP and small-indel variant caller using deep neural networks </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Poplin, R., Chang, P.-C., Alexander, D., Schwartz, S., Colthurst, T., Ku, A., Newburger, D., Dijamco, J., Nguyen, N., Afshar, P. T., Gross, S. S., Dorfman, L., McLean, C. Y. & DePristo, M. A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Biotechnol. 36, 983–987 (2018). <a href="https://rdcu.be/b6mzo" title="readcube">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://academic.oup.com/hmg/article-abstract/27/Supplement_R1/R63/4966854?redirectedFrom=fulltext" title="Deep learning of genomic variation and regulatory network data" class="g-h-expansion-panels__item-link"> Deep learning of genomic variation and regulatory network data </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Telenti, A., Lippert, C., Chang, P.-C. & DePristo, M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Hum. Mol. Genet. 27, R63–R71 (2018).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://genome.cshlp.org/content/early/2018/03/27/gr.227819.117" title="Sequential regulatory activity prediction across chromosomes with convolutional neural networks" class="g-h-expansion-panels__item-link"> Sequential regulatory activity prediction across chromosomes with convolutional neural networks </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Kelley, D. R., Reshef, Y. A., Bileschi, M., Belanger, D., McLean, C. Y. & Snoek, J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Genome Res. 28, 739–750 (2018).</p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--google-health-studies" data-event-label="publications-google health studies" data-id="google health studies"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-9"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Google Health Studies </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-9"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/expanding-research-on-digital-wellbeing/" title="Expanding research on digital wellbeing" class="g-h-expansion-panels__item-link"> Expanding research on digital wellbeing </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Nicholas Allen</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 23-May-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/google-health-studies-app/" title="Advancing health research with Google Health Studies" class="g-h-expansion-panels__item-link"> Advancing health research with Google Health Studies </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Jon Morgan & Paul Eastham</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 9-Dec-2020</p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--health-sensors-and-signals" data-event-label="publications-health sensors and signals" data-id="health sensors and signals"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-10"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Health Sensors and Signals </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-10"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://research.google/blog/what-does-electrodermal-sensing-reveal-insights-from-the-pixel-watch-fitbit-sense-2/" title="What does electrodermal sensing reveal? Insights from the Pixel Watch & Fitbit Sense 2" class="g-h-expansion-panels__item-link"> What does electrodermal sensing reveal? Insights from the Pixel Watch & Fitbit Sense 2 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Daniel McDuff & Seamus Thomson</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 24-Oct-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://research.google/blog/predicting-fetal-well-being-from-cardiotocography-signals-using-ai/" title="Predicting fetal well-being from cardiotocography signals using AI" class="g-h-expansion-panels__item-link"> Predicting fetal well-being from cardiotocography signals using AI </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Mercy Asiedu & Nichole Young-Lin</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 27-Sep-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/pixel/google-thermometer-app-body-temperature/" title="How we built and tested body temperature on Pixel 8 Pro" class="g-h-expansion-panels__item-link"> How we built and tested body temperature on Pixel 8 Pro </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Molly McHugh-Johnson</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 25-Jan-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/pixel/pixel-feature-drop-january-2024/" title="New Pixel features for a minty fresh start to the year" class="g-h-expansion-panels__item-link"> New Pixel features for a minty fresh start to the year </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Stephanie Scott</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 25-Jan-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.research.google/2023/10/audioplethysmography-for-cardiac.html" title="Audioplethysmography for cardiac monitoring with hearable devices" class="g-h-expansion-panels__item-link"> Audioplethysmography for cardiac monitoring with hearable devices </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Xiaoran "Van" Fan & Trausti Thormundsson</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 27-Oct-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/check-up-ai-developments-2022/" title="The Check Up: our latest health AI developments" class="g-h-expansion-panels__item-link"> The Check Up: our latest health AI developments </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Greg Corrado</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 24-Mar-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2021/11/enhanced-sleep-sensing-in-nest-hub.html" title="Enhanced Sleep Sensing in Nest Hub" class="g-h-expansion-panels__item-link"> Enhanced Sleep Sensing in Nest Hub </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Michael Dixon & Reena Singhal Lee</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 9-Nov-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://research.google/blog/accelerating-eye-movement-research-for-wellness-and-accessibility/" title="Accelerating Eye Movement Research for Wellness and Accessibility" class="g-h-expansion-panels__item-link"> Accelerating Eye Movement Research for Wellness and Accessibility </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Nachiappan Valliappan, & Kai Kohlhoff</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 10-May-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/google-nest/new-nest-hub-soli/" title="Need a better night’s sleep? Meet the new Nest Hub" class="g-h-expansion-panels__item-link"> Need a better night’s sleep? Meet the new Nest Hub </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Ashton Udall</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 16-Mar-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2021/03/contactless-sleep-sensing-in-nest-hub.html" title="Contactless Sleep Sensing in Nest Hub" class="g-h-expansion-panels__item-link"> Contactless Sleep Sensing in Nest Hub </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Michael Dixon & Reena Singhal Lee</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 16-Mar-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/take-pulse-health-and-wellness-your-phone/" title="Take a pulse on health and wellness with your phone" class="g-h-expansion-panels__item-link"> Take a pulse on health and wellness with your phone </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Shwetak Patel</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 4-Feb-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://onlinelibrary.wiley.com/doi/10.1002/aur.3140" title="Smartphone-based gaze estimation for in-home autism research" class="g-h-expansion-panels__item-link"> Smartphone-based gaze estimation for in-home autism research </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Kim, N. Y., He, J., Wu, Q., Dai, N., Kohlhoff, K., Turner, J., Paul, L. K., Kennedy, D. P., Adolphs, R. & Navalpakkam, V.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Autism Res. 17, 1140–1148 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41598-023-44714-2" title="Soli-enabled noncontact heart rate detection for sleep and meditation tracking" class="g-h-expansion-panels__item-link"> Soli-enabled noncontact heart rate detection for sleep and meditation tracking </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Xu, L., Lien, J., Li, H., Gillian, N., Nongpiur, R., Li, J., Zhang, Q., Cui, J., Jorgensen, D., Bernstein, A., Bedal, L., Hayashi, E., Yamanaka, J., Lee, A., Wang, J., Shin, D., Poupyrev, I., Thormundsson, T., Pathak, A. & Patel, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Sci. Rep. 13, 18008 (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://dl.acm.org/doi/abs/10.1145/3570361.3613281" title="Audioplethysmography for Cardiac Monitoring in Hearables" class="g-h-expansion-panels__item-link"> Audioplethysmography for Cardiac Monitoring in Hearables </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Fan, X., Pearl, D., Howard, R., Shangguan, L. & Thormundsson, T. APG.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Proceedings of the 29th Annual International Conference on Mobile Computing and Networking 1–15. Association for Computing Machinery (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2210.03115" title="SimPer: Simple Self-Supervised Learning of Periodic Targets" class="g-h-expansion-panels__item-link"> SimPer: Simple Self-Supervised Learning of Periodic Targets </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Yang, Y., Liu, X., Wu, J., Borac, S., Katabi, D., Poh, M.-Z. & McDuff, D.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.LG] (ICLR 2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.medrxiv.org/content/10.1101/2021.03.08.21252408v1" title="Prospective validation of smartphone-based heart rate and respiratory rate measurement algorithms" class="g-h-expansion-panels__item-link"> Prospective validation of smartphone-based heart rate and respiratory rate measurement algorithms </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Bae, S., Borac, S., Emre, Y., Wang, J., Wu, J., Kashyap, M., Kang, S.-H., Chen, L., Moran, M., Cannon, J., Teasley, E. S., Chai, A., Liu, Y., Wadhwa, N., Krainin, M., Rubinstein, M., Maciel, A., McConnell, M. V., Patel, S., Corrado, G. S., Taylor, J. A., Zhan, J. & Po, M. J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>bioRxiv (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://ieeexplore.ieee.org/abstract/document/9762355" title="LuckyChirp: Opportunistic Respiration Sensing Using Cascaded Sonar on Commodity Devices." class="g-h-expansion-panels__item-link"> LuckyChirp: Opportunistic Respiration Sensing Using Cascaded Sonar on Commodity Devices. </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Xue, Q. S., Shin, D., Pathak, A., Garrison, J., Hsu, J., Malhotra, M. & Patel, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>2022 IEEE International Conference on Pervasive Computing and Communications (PerCom) 164–171 (IEEE, 2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://drive.google.com/file/d/1GcTyfR1s-ob5JtQwFG6bh4EFpd5mCk0i/view" title="Sleep-wake Detection With a Contactless, Bedside Radar Sleep Sensing System" class="g-h-expansion-panels__item-link"> Sleep-wake Detection With a Contactless, Bedside Radar Sleep Sensing System </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Dixon, M., Schneider, L. D., Yu, J., Hsu, J., Pathak, A., Shin, D., Lee, R. S., Malhotra, M., Mixter, K., McConnell, M. V., Taylor, J. A., Patel, S. N.,</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Whitepaper (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41746-021-00415-6" title="Digital biomarker of mental fatigue" class="g-h-expansion-panels__item-link"> Digital biomarker of mental fatigue </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Tseng, V. W.-S., Valliappan, N., Ramachandran, V., Choudhury, T. & Navalpakkam, V.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>NPJ Digit. Med. 4, 47 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41467-020-18360-5" title="Accelerating eye movement research via accurate and affordable smartphone eye tracking." class="g-h-expansion-panels__item-link"> Accelerating eye movement research via accurate and affordable smartphone eye tracking. </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Valliappan, N., Dai, N., Steinberg, E., He, J., Rogers, K., Ramachandran, V., Xu, P., Shojaeizadeh, M., Guo, L., Kohlhoff, K. & Navalpakkam, V.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Commun. 11, 4553 (2020).</p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--large-language-models" data-event-label="publications-large language models" data-id="large language models"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-11"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Large Language Models </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-11"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://sites.research.google/med-palm/" title=" Med-PaLM site"> Med-PaLM site</a>] </span> </p> <a href="https://blog.youtube/inside-youtube/ai-tools-high-quality-health-content/" title="Exploring how AI tools can help increase high-quality health content" class="g-h-expansion-panels__item-link"> Exploring how AI tools can help increase high-quality health content </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Garth Graham & Viknesh Sounderajah</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>YouTube Official Blog | 23-Oct-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/products/google-cloud/generative-ai-healthcare-administration/" title="How gen AI can help doctors and nurses ease their administrative workloads" class="g-h-expansion-panels__item-link"> How gen AI can help doctors and nurses ease their administrative workloads </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Aashima Gupta</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 17-Oct-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://research.google/blog/advancing-personal-health-and-wellness-insights-with-ai/" title="Advancing personal health and wellness insights with AI" class="g-h-expansion-panels__item-link"> Advancing personal health and wellness insights with AI </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Shwetak Patel & Shravya Shetty</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 11-Jun-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://research.google/blog/google-research-at-google-io-2024/" title="Google Research at Google I/O 2024" class="g-h-expansion-panels__item-link"> Google Research at Google I/O 2024 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Yossi Matias & James Manyika</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 24-May-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://research.google/blog/advancing-medical-ai-with-med-gemini/" title="Advancing medical AI with Med-Gemini" class="g-h-expansion-panels__item-link"> Advancing medical AI with Med-Gemini </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Greg Corrado & Joëlle Barral</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 15-May-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://sites.research.google/med-palm/" title="Google Keyword Blog">Med-PaLM site</a>] </span> </p> <a href="https://blog.google/technology/health/google-generative-ai-healthcare/" title="Our progress on generative AI in health" class="g-h-expansion-panels__item-link"> Our progress on generative AI in health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Yossi Matias</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 19-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/google-ai-health-equity/" title="3 ways we are building equity into our health work" class="g-h-expansion-panels__item-link"> 3 ways we are building equity into our health work </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Dr. Ivor Horn</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 19-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.research.google/2024/01/amie-research-ai-system-for-diagnostic_12.html" title="AMIE: A research AI system for diagnostic medical reasoning and conversations" class="g-h-expansion-panels__item-link"> AMIE: A research AI system for diagnostic medical reasoning and conversations </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Alan Karthikesalingam & Vivek Natarajan</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 12-Jan-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/google-ai-and-health/3-predictions-for-ai-in-healthcare-in-2024/" title="3 predictions for AI in healthcare in 2024" class="g-h-expansion-panels__item-link"> 3 predictions for AI in healthcare in 2024 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Aashima Gupta</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 9-Jan-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://cloud.google.com/blog/topics/healthcare-life-sciences/introducing-medlm-for-the-healthcare-industry" title="MedLM: generative AI fine-tuned for the healthcare industry" class="g-h-expansion-panels__item-link"> MedLM: generative AI fine-tuned for the healthcare industry </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Yossi Matias & Aashima Gupta</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Cloud Blog | 13-Dec-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://sites.research.google/med-palm/" title="Med-PaLM site">Med-PaLM site</a>] </span> </p> <a href="https://blog.google/technology/health/hlth-2023-bringing-ai-to-health-responsibly/" title="HLTH 2023: Bringing AI to health responsibly" class="g-h-expansion-panels__item-link"> HLTH 2023: Bringing AI to health responsibly </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Michael Howell</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 9-Oct-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/how-ai-can-improve-health-for-everyone-everywhere/" title="How AI can improve health for everyone, everywhere" class="g-h-expansion-panels__item-link"> How AI can improve health for everyone, everywhere </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 3-Oct-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/cloud-next-generative-ai-health/" title="How 3 healthcare organizations are using generative AI" class="g-h-expansion-panels__item-link"> How 3 healthcare organizations are using generative AI </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Aashima Gupta & Greg Corrado</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Cloud Blog | 29-Aug-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2023/08/multimodal-medical-ai.html" title="Multimodal medical AI" class="g-h-expansion-panels__item-link"> Multimodal medical AI </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Greg Corrado and Yossi Matias</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 3-Aug-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2023/05/google-research-at-io-2023.html" title="Google Research at I/O 2023" class="g-h-expansion-panels__item-link"> Google Research at I/O 2023 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by James Manyika & Jeff Dean</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 25-May-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://cloud.google.com/blog/topics/healthcare-life-sciences/sharing-google-med-palm-2-medical-large-language-model" title="A responsible path to generative AI in healthcare" class="g-h-expansion-panels__item-link"> A responsible path to generative AI in healthcare </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Aashima Gupta & Amy Waldron</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Cloud Blog | 13-April-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/ai-llm-medpalm-research-thecheckup/" title="Our latest health AI research updates" class="g-h-expansion-panels__item-link"> Our latest health AI research updates </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Greg Corrado & Yossi Matias</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 14-Mar-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2023/02/google-research-2022-beyond-health.html" title="Google Research, 2022 & beyond: Health" class="g-h-expansion-panels__item-link"> Google Research, 2022 & beyond: Health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Greg Corrado & Yossi Matias</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 23-Feb-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2410.13638" title="Scaling wearable foundation models" class="g-h-expansion-panels__item-link"> Scaling wearable foundation models </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Narayanswamy, G., Liu, X., Ayush, K., Yang, Y., Xu, X., Liao, S., Garrison, J., Tailor, S., Sunshine, J., Liu, Y., Althoff, T., Narayanan, S., Kohli, P., Zhan, J., Malhotra, M., Patel, S., Abdel-Ghaffar, S. & McDuff, D.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.LG] (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2410.03741" title="Towards Democratization of Subspeciality Medical Expertise" class="g-h-expansion-panels__item-link"> Towards Democratization of Subspeciality Medical Expertise </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>O'Sullivan, J.W., Palepu, A., Saab, K., Weng, W.H., Cheng, Y., Chu, E., Desai, Y., Elezaby, A., Kim, D.S., Lan, R. and Tang, W., 2024.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv preprint arXiv:2410.03741 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41591-024-03258-2" title="A toolbox for surfacing health equity harms and biases in large language models" class="g-h-expansion-panels__item-link"> A toolbox for surfacing health equity harms and biases in large language models </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Pfohl, S. R., Cole-Lewis, H., Sayres, R., Neal, D., Asiedu, M., Dieng, A., Tomasev, N., Rashid, Q. M., Azizi, S., Rostamzadeh, N., McCoy, L. G., Celi, L. A., Liu, Y., Schaekermann, M., Walton, A., Parrish, A., Nagpal, C., Singh, P., Dewitt, A., Mansfield, P., Prakash, S., Heller, K., Karthikesalingam, A., Semturs, C., Barral, J., Corrado, G., Matias, Y., Smith-Loud, J., Horn, I. & Singhal, K.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat Med (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2406.19578" title="PathAlign: A vision-language model for whole slide images in histopathology" class="g-h-expansion-panels__item-link"> PathAlign: A vision-language model for whole slide images in histopathology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ahmed, F., Sellergren, A., Yang, L., Xu, S., Babenko, B., Ward, A., Olson, N., Mohtashamian, A., Matias, Y., Corrado, G. S., Duong, Q., Webster, D. R., Shetty, S., Golden, D., Liu, Y., Steiner, D. F. & Wulczyn, E.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CV] (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2406.06474" title="Towards a Personal Health Large Language Model" class="g-h-expansion-panels__item-link"> Towards a Personal Health Large Language Model </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Cosentino, J., Belyaeva, A., Liu, X., Furlotte, N. A., Yang, Z., Lee, C., Schenck, E., Patel, Y., Cui, J., Schneider, L. D., Bryant, R., Gomes, R. G., Jiang, A., Lee, R., Liu, Y., Perez, J., Rogers, J. K., Speed, C., Tailor, S., Walker, M., Yu, J., Althoff, T., Heneghan, C., Hernandez, J., Malhotra, M., Stern, L., Matias, Y., Corrado, G. S., Patel, S., Shetty, S., Zhan, J., Prabhakara, S., McDuff, D. & McLean, C. Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.AI] (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2406.06464" title="Transforming Wearable Data into Health Insights using Large Language Model Agents" class="g-h-expansion-panels__item-link"> Transforming Wearable Data into Health Insights using Large Language Model Agents </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Merrill, M. A., Paruchuri, A., Rezaei, N., Kovacs, G., Perez, J., Liu, Y., Schenck, E., Hammerquist, N., Sunshine, J., Tailor, S., Ayush, K., Su, H.-W., He, Q., McLean, C. Y., Malhotra, M., Patel, S., Zhan, J., Althoff, T., McDuff, D. & Liu, X.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.AI] (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2406.06316" title="Tx-LLM: A Large Language Model for Therapeutics" class="g-h-expansion-panels__item-link"> Tx-LLM: A Large Language Model for Therapeutics </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Chaves, J. M. Z., Wang, E., Tu, T., Vaishnav, E. D., Lee, B., Sara Mahdavi, S., Semturs, C., Fleet, D., Natarajan, V. & Azizi, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CL] (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://dl.acm.org/doi/10.1145/3613905.3651891" title="Conversational AI in health: Design considerations from a Wizard-of-Oz dermatology case study with users, clinicians and a medical LLM." class="g-h-expansion-panels__item-link"> Conversational AI in health: Design considerations from a Wizard-of-Oz dermatology case study with users, clinicians and a medical LLM. </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Li, B., Wang, A., Strachan, P., Séguin, J. A., Lachgar, S., Schroeder, K. C., Fleck, M. S., Wong, R., Karthikesalingam, A., Natarajan, V., Matias, Y., Corrado, G. S., Webster, D., Liu, Y., Hammel, N., Sayres, R., Semturs, C. & Schaekermann, M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>in Extended Abstracts of the 2024 CHI Conference on Human Factors in Computing Systems 1–10 (Association for Computing Machinery, 2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2405.03162" title="Advancing Multimodal Medical Capabilities of Gemini" class="g-h-expansion-panels__item-link"> Advancing Multimodal Medical Capabilities of Gemini </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Yang, L., Xu, S., Sellergren, A., Kohlberger, T., Zhou, Y., Ktena, I., Kiraly, A., Ahmed, F., Hormozdiari, F., Jaroensri, T., Wang, E., Wulczyn, E., Jamil, F., Guidroz, T., Lau, C., Qiao, S., Liu, Y., Goel, A., Park, K., Agharwal, A., George, N., Wang, Y., Tanno, R., Barrett, D. G. T., Weng, W.-H., Sara Mahdavi, S., Saab, K., Tu, T., Kalidindi, S. R., Etemadi, M., Cuadros, J., Sorensen, G., Matias, Y., Chou, K., Corrado, G., Barral, J., Shetty, S., Fleet, D., Ali Eslami, S. M., Tse, D., Prabhakara, S., McLean, C., Steiner, D., Pilgrim, R., Kelly, C., Azizi, S. & Golden, D.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CV] (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2404.18416" title="Capabilities of Gemini Models in Medicine" class="g-h-expansion-panels__item-link"> Capabilities of Gemini Models in Medicine </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Saab, K., Tu, T., Weng, W.-H., Tanno, R., Stutz, D., Wulczyn, E., Zhang, F., Strother, T., Park, C., Vedadi, E., Chaves, J. Z., Hu, S.-Y., Schaekermann, M., Kamath, A., Cheng, Y., Barrett, D. G. T., Cheung, C., Mustafa, B., Palepu, A., McDuff, D., Hou, L., Golany, T., Liu, L., Alayrac, J.-B., Houlsby, N., Tomasev, N., Freyberg, J., Lau, C., Kemp, J., Lai, J., Azizi, S., Kanada, K., Man, S., Kulkarni, K., Sun, R., Shakeri, S., He, L., Caine, B., Webson, A., Latysheva, N., Johnson, M., Mansfield, P., Lu, J., Rivlin, E., Anderson, J., Green, B., Wong, R., Krause, J., Shlens, J., Dominowska, E., Ali Eslami, S. M., Cui, C., Vinyals, O., Kavukcuoglu, K., Manyika, J., Dean, J., Hassabis, D., Matias, Y., Webster, D., Barral, J., Corrado, G., Semturs, C., Sara Mahdavi, S., Gottweis, J., Karthikesalingam, A. & Natarajan, V.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.AI] (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://ai.nejm.org/doi/full/10.1056/AIoa2300138" title="Towards Generalist Biomedical AI" class="g-h-expansion-panels__item-link"> Towards Generalist Biomedical AI </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Tu, T., Azizi, S., Driess, D., Schaekermann, M., Amin, M., Chang, P.-C., Carroll, A., Lau, C., Tanno, R., Ktena, I., Mustafa, B., Chowdhery, A., Liu, Y., Kornblith, S., Fleet, D., Mansfield, P., Prakash, S., Wong, R., Virmani, S., Semturs, C., Sara Mahdavi, S., Green, B., Dominowska, E., Aguera y Arcas, B., Barral, J., Webster, D., Corrado, G. S., Matias, Y., Singhal, K., Florence, P., Karthikesalingam, A. & Natarajan, V.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>NEJM AI (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2401.05654" title="Towards Conversational Diagnostic AI" class="g-h-expansion-panels__item-link"> Towards Conversational Diagnostic AI </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Tu, T., Palepu, A., Schaekermann, M., Saab, K., Freyberg, J., Tanno, R., Wang, A., Li, B., Amin, M., Tomasev, N., Azizi, S., Singhal, K., Cheng, Y., Hou, L., Webson, A., Kulkarni, K., Sara Mahdavi, S., Semturs, C., Gottweis, J., Barral, J., Chou, K., Corrado, G. S., Matias, Y., Karthikesalingam, A. & Natarajan, V.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.AI] (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2312.02296" title="LLMs Accelerate Annotation for Medical Information Extraction." class="g-h-expansion-panels__item-link"> LLMs Accelerate Annotation for Medical Information Extraction. </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Goel, A., Gueta, A., Gilon, O., Liu, C., Erell, S., Nguyen, L. H., Hao, X., Jaber, B., Reddy, S., Kartha, R., Steiner, J., Laish, I. & Feder, A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CL] (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2312.00164" title="Towards Accurate Differential Diagnosis with Large Language Models." class="g-h-expansion-panels__item-link"> Towards Accurate Differential Diagnosis with Large Language Models. </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>McDuff, D., Schaekermann, M., Tu, T., Palepu, A., Wang, A., Garrison, J., Singhal, K., Sharma, Y., Azizi, S., Kulkarni, K., Hou, L., Cheng, Y., Liu, Y., Sara Mahdavi, S., Prakash, S., Pathak, A., Semturs, C., Patel, S., Webster, D. R., Dominowska, E., Gottweis, J., Barral, J., Chou, K., Corrado, G. S., Matias, Y., Sunshine, J., Karthikesalingam, A. & Natarajan, V.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CY] (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2311.18260" title="Consensus, dissensus and synergy between clinicians and specialist foundation models in radiology report generation" class="g-h-expansion-panels__item-link"> Consensus, dissensus and synergy between clinicians and specialist foundation models in radiology report generation </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Tanno, R., Barrett, D. G. T., Sellergren, A., Ghaisas, S., Dathathri, S., See, A., Welbl, J., Singhal, K., Azizi, S., Tu, T., Schaekermann, M., May, R., Lee, R., Man, S., Ahmed, Z., Mahdavi, S., Belgrave, D., Natarajan, V., Shetty, S., Kohli, P., Huang, P.-S., Karthikesalingam, A. & Ktena, I.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [eess.IV] (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2308.01834" title="The Capability of Large Language Models to Measure Psychiatric Functioning" class="g-h-expansion-panels__item-link"> The Capability of Large Language Models to Measure Psychiatric Functioning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Galatzer-Levy, I. R., McDuff, D., Natarajan, V., Karthikesalingam, A. & Malgaroli, M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CL] (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2308.01317" title="ELIXR: Towards a general purpose X-ray artificial intelligence system through alignment of large language models and radiology vision encoders" class="g-h-expansion-panels__item-link"> ELIXR: Towards a general purpose X-ray artificial intelligence system through alignment of large language models and radiology vision encoders </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Xu, S., Yang, L., Kelly, C., Sieniek, M., Kohlberger, T., Ma, M., Weng, W.-H., Kiraly, A., Kazemzadeh, S., Melamed, Z., Park, J., Strachan, P., Liu, Y., Lau, C., Singh, P., Chen, C., Etemadi, M., Kalidindi, S. R., Matias, Y., Chou, K., Corrado, G. S., Shetty, S., Tse, D., Prabhakara, S., Golden, D., Pilgrim, R., Eswaran, K. & Sellergren, A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CV] (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://link.springer.com/chapter/10.1007/978-3-031-47679-2_7#citeas" title="Multimodal LLMs for health grounded in individual-specific data" class="g-h-expansion-panels__item-link"> Multimodal LLMs for health grounded in individual-specific data </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Belyaeva, A., Cosentino, J., Hormozdiari, F., Eswaran, K., Shetty, S., Corrado, G., Carroll, A., McLean, C. Y. & Furlotte, N. A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [q-bio.QM] (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2305.15525" title="Large Language Models are Few-Shot Health Learners" class="g-h-expansion-panels__item-link"> Large Language Models are Few-Shot Health Learners </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Liu, X., McDuff, D., Kovacs, G., Galatzer-Levy, I., Sunshine, J., Zhan, J., Poh, M.-Z., Liao, S., Di Achille, P. & Patel, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CL] (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2305.09617" title="Towards Expert-Level Medical Question Answering with Large Language Models" class="g-h-expansion-panels__item-link"> Towards Expert-Level Medical Question Answering with Large Language Models </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Singhal, K., Tu, T., Gottweis, J., Sayres, R., Wulczyn, E., Hou, L., Clark, K., Pfohl, S., Cole-Lewis, H., Neal, D., Schaekermann, M., Wang, A., Amin, M., Lachgar, S., Mansfield, P., Prakash, S., Green, B., Dominowska, E., Aguera y Arcas, B., Tomasev, N., Liu, Y., Wong, R., Semturs, C., Sara Mahdavi, S., Barral, J., Webster, D., Corrado, G. S., Matias, Y., Azizi, S., Karthikesalingam, A. & Natarajan, V.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CL] (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41586-023-06291-2" title="Large Language Models Encode Clinical Knowledge" class="g-h-expansion-panels__item-link"> Large Language Models Encode Clinical Knowledge </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Singhal, K., Azizi, S., Tu, T., Sara Mahdavi, S., Wei, J., Chung, H. W., Scales, N., Tanwani, A., Cole-Lewis, H., Pfohl, S., Payne, P., Seneviratne, M., Gamble, P., Kelly, C., Scharli, N., Chowdhery, A., Mansfield, P., Aguera y Arcas, B., Webster, D., Corrado, G. S., Matias, Y., Chou, K., Gottweis, J., Tomasev, N., Liu, Y., Rajkomar, A., Barral, J., Semturs, C., Karthikesalingam, A. & Natarajan, V.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nature (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://research.google/blog/advancing-personal-health-and-wellness-insights-with-ai/" title="Advancing personal health and wellness insights with AI" class="g-h-expansion-panels__item-link"> Advancing personal health and wellness insights with AI </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Shwetak Patel & Shravya Shetty</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 11-Jun-2024</p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--medical-audio" data-event-label="publications-medical audio" data-id="medical audio"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-12"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Medical Audio </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-12"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/ai-model-cough-disease-detection/" title="This AI model is helping researchers detect disease based on coughs" class="g-h-expansion-panels__item-link"> This AI model is helping researchers detect disease based on coughs </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Shravya Shetty</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 19-Aug-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2019/08/joint-speech-recognition-and-speaker.html" title="Joint Speech Recognition and Speaker Diarization via Sequence Transduction" class="g-h-expansion-panels__item-link"> Joint Speech Recognition and Speaker Diarization via Sequence Transduction </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Laurent El Shafey and Izhak Shafran</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 16-Aug-2019</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/outreach-initiatives/accessibility/impaired-speech-recognition/" title="How AI can improve products for people with impaired speech" class="g-h-expansion-panels__item-link"> How AI can improve products for people with impaired speech </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Julie Cattiau</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 7-May-2019</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2017/11/understanding-medical-conversations.html" title="Understanding Medical Conversations" class="g-h-expansion-panels__item-link"> Understanding Medical Conversations </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Katherine Chou & Chung-Cheng Chiu</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 21-Nov-2017</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2403.02522" title="HeAR -- Health Acoustic Representations" class="g-h-expansion-panels__item-link"> HeAR -- Health Acoustic Representations </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Baur, S., Nabulsi, Z., Weng, W.-H., Garrison, J., Blankemeier, L., Fishman, S., Chen, C., Kakarmath, S., Maimbolwa, M., Sanjase, N., Shuma, B., Matias, Y., Corrado, G. S., Patel, S., Shetty, S., Prabhakara, S., Muyoyeta, M. & Ardila, D.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.LG] (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2309.05843" title="Optimizing Audio Augmentations for Contrastive Learning of Health-Related Acoustic Signals" class="g-h-expansion-panels__item-link"> Optimizing Audio Augmentations for Contrastive Learning of Health-Related Acoustic Signals </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Blankemeier, L., Baur, S., Weng, W.-H., Garrison, J., Matias, Y., Prabhakara, S., Ardila, D. & Nabulsi, Z.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.LG] (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2003.11531" title="Medical Scribe: Corpus Development and Model Performance Analyses" class="g-h-expansion-panels__item-link"> Medical Scribe: Corpus Development and Model Performance Analyses </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Shafran, I., Du, N., Tran, L., Perry, A., Keyes, L., Knichel, M., Domin, A., Huang, L., Chen, Y., Li, G., Wang, M., El Shafey, L., Soltau, H. & Paul, J. S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Proceedings of the Language Resources and Evaluation Conference. arXiv [cs.CL] (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/1906.02239" title="Extracting Symptoms and their Status from Clinical Conversations" class="g-h-expansion-panels__item-link"> Extracting Symptoms and their Status from Clinical Conversations </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Du, N., Chen, K., Kannan, A., Tran, L., Chen, Y. & Shafran, I.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Proceedings of the Annual Meeting of the Association of Computational Linguistics. arXiv [cs.LG] (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/2728955" title="Automatically Charting Symptoms From Patient-Physician Conversations Using Machine Learning" class="g-h-expansion-panels__item-link"> Automatically Charting Symptoms From Patient-Physician Conversations Using Machine Learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Rajkomar, A., Kannan, A., Chen, K., Vardoulakis, L., Chou, K., Cui, C., & Dean, J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>JAMA Intern. Med. 179, 836–838 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/1907.05337" title="Joint Speech Recognition and Speaker Diarization via Sequence Transduction" class="g-h-expansion-panels__item-link"> Joint Speech Recognition and Speaker Diarization via Sequence Transduction </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>El Shafey, L., Soltau, H. & Shafran, I.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Proceedings of Interspeech. arXiv [cs.CL] (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/1908.11536" title="Learning to Infer Entities, Properties and their Relations from Clinical Conversations" class="g-h-expansion-panels__item-link"> Learning to Infer Entities, Properties and their Relations from Clinical Conversations </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Du, N., Wang, M., Tran, L., Li, G. & Shafran, I.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Proc. Empirical Methods in Natural Language Processing. arXiv [cs.CL] (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/1711.07274" title="Speech recognition for medical conversations" class="g-h-expansion-panels__item-link"> Speech recognition for medical conversations </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Chiu, C.-C., Tripathi, A., Chou, K., Co, C., Jaitly, N., Jaunzeikare, D., Kannan, A., Nguyen, P., Sak, H., Sankar, A., Tansuwan, J., Wan, N., Wu, Y., & Zhang X.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CL] (2017).</p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--medical-records" data-event-label="publications-medical records" data-id="medical records"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-13"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Medical Records </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-13"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2023/01/deciphering-clinical-abbreviations-with.html" title="Deciphering clinical abbreviations with privacy protecting ML" class="g-h-expansion-panels__item-link"> Deciphering clinical abbreviations with privacy protecting ML </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Alvin Rajkoma and Eric Loreaux</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 24-Jan-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2022/12/ehr-safe-generating-high-fidelity-and.html" title="EHR-Safe: Generating High-Fidelity and Privacy-Preserving Synthetic Electronic Health Records" class="g-h-expansion-panels__item-link"> EHR-Safe: Generating High-Fidelity and Privacy-Preserving Synthetic Electronic Health Records </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Jinsung Yoon and Sercan O. Arik</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 21-Dec-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2021/07/multi-task-prediction-of-organ.html" title="Multi-task Prediction of Organ Dysfunction in ICUs" class="g-h-expansion-panels__item-link"> Multi-task Prediction of Organ Dysfunction in ICUs </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Subhrajit Roy & Diana Mincu</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 22-Jul-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2020/04/a-step-towards-protecting-patients-from.html" title="A Step Towards Protecting Patients from Medication Errors" class="g-h-expansion-panels__item-link"> A Step Towards Protecting Patients from Medication Errors </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Kathryn Rough & Alvin Rajkomar</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 2-Apr-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2019/01/expanding-application-of-deep-learning.html" title="Expanding the Application of Deep Learning to Electronic Health Records" class="g-h-expansion-panels__item-link"> Expanding the Application of Deep Learning to Electronic Health Records </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Alvin Rajkomar & Eyal Oren</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 22-Jan-2019</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://deepmind.com/blog/announcements/scaling-streams-google" title="Scaling Streams with Google" class="g-h-expansion-panels__item-link"> Scaling Streams with Google </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Demis Hassabis & Mustafa Suleyman & Dominic King</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>DeepMind Blog | 13-Nov-2018</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2018/05/deep-learning-for-electronic-health.html" title="Deep Learning for Electronic Health Records" class="g-h-expansion-panels__item-link"> Deep Learning for Electronic Health Records </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Alvin Rajkomar & Eyal Oren</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 8-May-2018</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2018/03/making-healthcare-data-work-better-with.html" title="Making Healthcare Data Work Better with Machine Learning" class="g-h-expansion-panels__item-link"> Making Healthcare Data Work Better with Machine Learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Patrik Sundberg & Eyal Oren</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 2-Mar-2018</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://informatics.bmj.com/content/29/1/e100656" title="User-centred design for machine learning in health care: a case study from care management" class="g-h-expansion-panels__item-link"> User-centred design for machine learning in health care: a case study from care management </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Seneviratne, M. G., Li, R. C., Schreier, M., Lopez-Martinez, D., Patel, B. S., Yakubovich, A., Kemp, J. B., Loreaux, E., Gamble, P., El-Khoury, K., Vardoulakis, L., Wong, D., Desai, J., Chen, J. H., Morse, K. E., Downing, N. L., Finger, L. T., Chen, M.-J. & Shah, N.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>BMJ Health Care Inform 29, (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2207.02941" title="Boosting the interpretability of clinical risk scores with intervention predictions" class="g-h-expansion-panels__item-link"> Boosting the interpretability of clinical risk scores with intervention predictions </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Loreaux, E., Yu, K., Kemp, J., Seneviratne, M., Chen, C., Roy, S., Protsyuk, I., Harris, N., D’Amour, A., Yadlowsky, S. & Chen, M.-J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.LG] (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41467-022-35007-9" title="Deciphering clinical abbreviations with a privacy protecting machine learning system" class="g-h-expansion-panels__item-link"> Deciphering clinical abbreviations with a privacy protecting machine learning system </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Rajkomar, A., Loreaux, E., Liu, Y., Kemp, J., Li, B., Chen, M.-J., Zhang, Y., Mohiuddin, A. & Gottweis, J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Commun. 13, 7456 (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.medrxiv.org/content/10.1101/2022.04.13.22273438v2.full" title="Structured understanding of assessment and plans in clinical documentation" class="g-h-expansion-panels__item-link"> Structured understanding of assessment and plans in clinical documentation </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Stupp, D., Barequet, R., Lee, I.-C., Oren, E., Feder, A., Benjamini, A., Hassidim, A., Matias, Y., Ofek, E. & Rajkomar, A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>bioRxiv (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://academic.oup.com/jamia/advance-article/doi/10.1093/jamia/ocab101/6307184" title="Multitask prediction of organ dysfunction in the intensive care unit using sequential subnetwork routing" class="g-h-expansion-panels__item-link"> Multitask prediction of organ dysfunction in the intensive care unit using sequential subnetwork routing </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Roy, S., Mincu, D., Loreaux, E., Mottram, A., Protsyuk, I., Harris, N., Xue, Y., Schrouff, J., Montgomery, H., Connell, A., Tomasev, N., Karthikesalingam, A. & Seneviratne, M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>J. Am. Med. Inform. Assoc. (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41596-021-00513-5" title="Use of deep learning to develop continuous-risk models for adverse event prediction from electronic health records" class="g-h-expansion-panels__item-link"> Use of deep learning to develop continuous-risk models for adverse event prediction from electronic health records </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Tomašev, N., Harris, N., Baur, S., Mottram, A., Glorot, X., Rae, J. W., Zielinski, M., Askham, H., Saraiva, A., Magliulo, V., Meyer, C., Ravuri, S., Protsyuk, I., Connell, A., Hughes, C. O., Karthikesalingam, A., Cornebise, J., Montgomery, H., Rees, G., Laing, C., Baker, C. R., Osborne, T. F., Reeves, R., Hassabis, D., King, D., Suleyman, M., Back, T., Nielson, C., Seneviratne, M. G., Ledsam, J. R. & Mohamed, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Protoc. 1–23 (2021). <a href="https://rdcu.be/cj7kz" rel="noreferrer noopener">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://papers.nips.cc/paper/2020/file/abc99d6b9938aa86d1f30f8ee0fd169f-Paper.pdf" title="Learning to Select Best Forecast Tasks for Clinical Outcome Prediction" class="g-h-expansion-panels__item-link"> Learning to Select Best Forecast Tasks for Clinical Outcome Prediction </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Xue Y, Du N, Mottram A, Seneviratne A, Dai AM.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>NeurIPS (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://dl.acm.org/doi/abs/10.1145/3394486.3403206" title="Deep State-Space Generative Model For Correlated Time-to-Event Predictions" class="g-h-expansion-panels__item-link"> Deep State-Space Generative Model For Correlated Time-to-Event Predictions </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Xue Y, Zhou D, Du N, Dai A, Xu Z, Zhang K, Cui C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>KDD (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.groundai.com/project/graph-convolutional-transformer-learning-the-graphical-structure-of-electronic-health-records/1" title="Graph convolutional transformer: Learning the graphical structure of electronic health records" class="g-h-expansion-panels__item-link"> Graph convolutional transformer: Learning the graphical structure of electronic health records </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Choi E, Xu Z, Li Y, Dusenberry MW, Flores G, Xue Y, Dai AM.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>AAAI (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/1906.03842" title="Analyzing the role of model uncertainty for electronic health records" class="g-h-expansion-panels__item-link"> Analyzing the role of model uncertainty for electronic health records </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Dusenberry MW, Tran D, Choi E, Kemp J, Nixon J, Jerfel G, Heller K, & Dai AM.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>ACM CHIL (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/1907.04911" title="Explaining an increase in predicted risk for clinical alerts" class="g-h-expansion-panels__item-link"> Explaining an increase in predicted risk for clinical alerts </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Hardt M, Rajkomar A, Flores G, Dai A, Howell M, Corrado G, Cui C, & Hardt M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>ACM CHIL (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://ascpt.onlinelibrary.wiley.com/doi/full/10.1002/cpt.1826" title="Predicting inpatient medication orders from electronic health record data" class="g-h-expansion-panels__item-link"> Predicting inpatient medication orders from electronic health record data </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Rough, K., Dai, A. M., Zhang, K., Xue, Y., Vardoulakis, L. M., Cui, C., Butte, A. J., Howell, M. D. & Rajkomar, A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Clin. Pharmacol. Ther. 108, 145–154 (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41586-019-1390-1" title="A clinically applicable approach to continuous prediction of future acute kidney injury" class="g-h-expansion-panels__item-link"> A clinically applicable approach to continuous prediction of future acute kidney injury </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Tomašev, N., Glorot, X., Rae, J. W., Zielinski, M., Askham, H., Saraiva, A., Mottram, A., Meyer, C., Ravuri, S., Protsyuk, I., Connell, A., Hughes, C. O., Karthikesalingam, A., Cornebise, J., Montgomery, H., Rees, G., Laing, C., Baker, C. R., Peterson, K., Reeves, R., Hassabis, D., King, D., Suleyman, M., Back, T., Nielson, C., Ledsam, J. R. & Mohamed, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nature 572, 116–119 (2019). <a href="https://rdcu.be/b6mzb">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41746-019-0100-6" title="Evaluation of a digitally-enabled care pathway for acute kidney injury management in hospital emergency admissions" class="g-h-expansion-panels__item-link"> Evaluation of a digitally-enabled care pathway for acute kidney injury management in hospital emergency admissions </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Connell, A., Montgomery, H., Martin, P., Nightingale, C., Sadeghi-Alavijeh, O., King, D., Karthikesalingam, A., Hughes, C., Back, T., Ayoub, K., Suleyman, M., Jones, G., Cross, J., Stanley, S., Emerson, M., Merrick, C., Rees, G., Laing, C. & Raine, R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>npj Digit Med 2, 67 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.jmir.org/2019/7/e13147/" title="Implementation of a Digitally Enabled Care Pathway (Part 1): Impact on Clinical Outcomes and Associated Health Care Costs" class="g-h-expansion-panels__item-link"> Implementation of a Digitally Enabled Care Pathway (Part 1): Impact on Clinical Outcomes and Associated Health Care Costs </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Connell A., Raine R., Martin P., Barbosa E.C., Morris S., Nightingale C., Sadeghi-Alavijeh O., King D., Karthikesalingam A., Hughes C., Back T., Ayoub K., Suleyman M., Jones G., Cross J., Stanley S., Emerson M., Merrick C., Rees G., Montgomery H., & Laing C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>J Med Internet Res 21(7):e13147 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.jmir.org/2019/7/e13143/" title="Implementation of a Digitally Enabled Care Pathway (Part 2): Qualitative Analysis of Experiences of Health Care Professionals" class="g-h-expansion-panels__item-link"> Implementation of a Digitally Enabled Care Pathway (Part 2): Qualitative Analysis of Experiences of Health Care Professionals </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Connell A, Black G, Montgomery H, Martin P, Nightingale C, King D, Karthikesalingam A, Hughes C, Back T, Ayoub K, Suleyman M, Jones G, Cross J, Stanley S, Emerson M, Merrick C, Rees G, Laing C, & Raine R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>J Med Internet Res 21(7):e13143 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/1909.03039" title="Improved Patient Classification with Language Model Pretraining Over Clinical Notes" class="g-h-expansion-panels__item-link"> Improved Patient Classification with Language Model Pretraining Over Clinical Notes </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Kemp J, Rajkomar A, & Dai AM.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.LG] (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/1911.05861" title="Federated and Differentially Private Learning for Electronic Health Records" class="g-h-expansion-panels__item-link"> Federated and Differentially Private Learning for Electronic Health Records </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Pfohl SR, Dai AM, & Heller K.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.LG] (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/1912.01762" title="Deep Physiological State Space Model for Clinical Forecasting" class="g-h-expansion-panels__item-link"> Deep Physiological State Space Model for Clinical Forecasting </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Xue Y, Zhou D, Du N, Dai AM, Xu Z, Zhang K,& Cui C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.LG] (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/1911.06410" title="Modelling EHR timeseries by restricting feature interaction" class="g-h-expansion-panels__item-link"> Modelling EHR timeseries by restricting feature interaction </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Zhang K, Xue Y, Flores G, Rajkomar A, Cui C, & Dai AM.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.LG] (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41746-018-0029-1" title="Scalable and accurate deep learning with electronic health records" class="g-h-expansion-panels__item-link"> Scalable and accurate deep learning with electronic health records </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Rajkomar A, Oren E, Chen K, Dai AM, Hajaj N, Hardt M, Liu PJ, Liu X, Marcus J, Sun M, Sundberg P, Yee H, Zhang K, Zhang Y, Flores G, Duggan GE, Irvine J, Le Q, Litsch K, Mossin A, Tansuwan J, Wang, Wexler J, Wilson J, Ludwig D, Volchenboum SL, Chou K, Pearson M, Madabushi S, Shah NH, Butte AJ, Howell MD, Cui C, Corrado GS, Dean J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>npj Digital Med 1, 18 (2018).</p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--novel-biomarkers" data-event-label="publications-novel biomarkers" data-id="novel biomarkers"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-14"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Novel Biomarkers </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-14"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://research.google/blog/a-step-towards-making-heart-health-screening-accessible-for-billions-with-ppg-signals/" title="A step towards making heart health screening accessible for billions with PPG signals" class="g-h-expansion-panels__item-link"> A step towards making heart health screening accessible for billions with PPG signals </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Mayank Daswani & Sujay Kakarmath</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 25-Jul-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://research.google/blog/using-generative-ai-to-investigate-medical-imagery-models-and-datasets/" title="Using generative AI to investigate medical imagery models and datasets" class="g-h-expansion-panels__item-link"> Using generative AI to investigate medical imagery models and datasets </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Oran Lang & Heather Cole-Lewis</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 5-Jun-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2023/04/developing-aging-clock-using-deep.html" title="Developing an aging clock using deep learning on retinal images" class="g-h-expansion-panels__item-link"> Developing an aging clock using deep learning on retinal images </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Sara Ahadi & Andrew Carroll</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 11-Apr-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2023/03/detecting-novel-systemic-biomarkers-in.html" title="Detecting novel systemic biomarkers in external eye photo" class="g-h-expansion-panels__item-link"> Detecting novel systemic biomarkers in external eye photo </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Boris Babenko & Akib Uddin</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 24-Mar-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/check-up-ai-developments-2022/" title="The Check Up: our latest health AI developments" class="g-h-expansion-panels__item-link"> The Check Up: our latest health AI developments </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Greg Corrado</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 24-Mar-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2022/03/detecting-signs-of-disease-from.html" title="Detecting Signs of Disease from External Images of the Eye" class="g-h-expansion-panels__item-link"> Detecting Signs of Disease from External Images of the Eye </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Boris Babenko & Naama Hammel</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 24-Mar-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.blog.google/technology/health/predicting-sight-threatening-eye-condition/" title="How AI could predict sight-threatening eye conditions" class="g-h-expansion-panels__item-link"> How AI could predict sight-threatening eye conditions </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Terry Spitz & Jim Winkens</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 18-May-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://deepmind.com/blog/article/Using_ai_to_predict_retinal_disease_progression" title="Using AI to predict retinal disease progression" class="g-h-expansion-panels__item-link"> Using AI to predict retinal disease progression </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Jason Yim, Reena Chopra, Jeffrey De Fauw & Joseph Ledsam</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>DeepMind Blog | 18-May-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.blog.google/technology/health/anemia-detection-retina/" title="Detecting hidden signs of anemia from the eye" class="g-h-expansion-panels__item-link"> Detecting hidden signs of anemia from the eye </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Akinori Mitani</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 28-Jan-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2018/02/assessing-cardiovascular-risk-factors.html" title="Assessing Cardiovascular Risk Factors with Computer Vision" class="g-h-expansion-panels__item-link"> Assessing Cardiovascular Risk Factors with Computer Vision </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Lily Peng</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 2-Feb-2018</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://journals.plos.org/globalpublichealth/article?id=10.1371/journal.pgph.0003204" title="Predicting Cardiovascular Disease Risk using Photoplethysmography and Deep Learning" class="g-h-expansion-panels__item-link"> Predicting Cardiovascular Disease Risk using Photoplethysmography and Deep Learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Weng, W.-H., Baur, S., Daswani, M., Chen, C., Harrell, L., Kakarmath, S., Jabara, M., Behsaz, B., McLean, C. Y., Matias, Y., Corrado, G. S., Shetty, S., Prabhakara, S., Liu, Y., Danaei, G. & Ardila, D.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>PLOS Global Public Health. 4(6): e0003204 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.thelancet.com/journals/ebiom/article/PIIS2352-3964(24)00110-5/fulltext" title="Using generative AI to investigate medical imagery models and datasets" class="g-h-expansion-panels__item-link"> Using generative AI to investigate medical imagery models and datasets </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Lang, O., Yaya-Stupp, D., Traynis, I., Cole-Lewis, H., Bennett, C. R., Lyles, C. R., Lau, C., Irani, M., Semturs, C., Webster, D. R., Corrado, G. S., Hassidim, A., Matias, Y., Liu, Y., Hammel, N. & Babenko, B.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>EBioMedicine 102, 105075 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://elifesciences.org/articles/82364" title="Longitudinal fundus imaging and its genome-wide association analysis provide evidence for a human retinal aging clock" class="g-h-expansion-panels__item-link"> Longitudinal fundus imaging and its genome-wide association analysis provide evidence for a human retinal aging clock </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ahadi, S., Wilson, K. A., Jr, Babenko, B., McLean, C. Y., Bryant, D., Pritchard, O., Kumar, A., Carrera, E. M., Lamy, R., Stewart, J. M., Varadarajan, A., Berndl, M., Kapahi, P. & Bashir, A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Elife 12, (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="" title="A deep learning model for novel systemic biomarkers in photographs of the external eye: a retrospective study." class="g-h-expansion-panels__item-link"> A deep learning model for novel systemic biomarkers in photographs of the external eye: a retrospective study. </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Babenko, B., Traynis, I., Chen, C., Singh, P., Uddin, A., Cuadros, J., Daskivich, L. P., Maa, A. Y., Kim, R., Kang, E. Y.-C., Matias, Y., Corrado, G. S., Peng, L., Webster, D. R., Semturs, C., Krause, J., Varadarajan, A. V., Hammel, N. & Liu, Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>The Lancet Digital Health (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41551-022-00867-5" title="Detection of signs of disease in external photographs of the eyes via deep learning" class="g-h-expansion-panels__item-link"> Detection of signs of disease in external photographs of the eyes via deep learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Babenko, B., Mitani, A., Traynis, I., Kitade, N., Singh, P., Maa, A. Y., Cuadros, J., Corrado, G. S., Peng, L., Webster, D. R., Varadarajan, A., Hammel, N. & Liu, Y.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat Biomed Eng (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.ophthalmologyretina.org/article/S2468-6530%2822%2900001-X/fulltext" title="Deep learning to detect optical coherence tomography-derived diabetic macular edema from retinal photographs: a multicenter validation study" class="g-h-expansion-panels__item-link"> Deep learning to detect optical coherence tomography-derived diabetic macular edema from retinal photographs: a multicenter validation study </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Liu, X., Ali, T. K., Singh, P., Shah, A., McKinney, S. M., Ruamviboonsuk, P., Turner, A. W., Keane, P. A., Chotcomwongse, P., Nganthavee, V., Chia, M., Huemer, J., Cuadros, J., Raman, R., Corrado, G. S., Peng, L., Webster, D. R., Hammel, N., Varadarajan, A. V., Liu, Y., Chopra, R. & Bavishi, P.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ophthalmol Retina (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.medrxiv.org/content/10.1101/2021.12.30.21268488v1" title="Retinal fundus photographs capture hemoglobin loss after blood donation" class="g-h-expansion-panels__item-link"> Retinal fundus photographs capture hemoglobin loss after blood donation </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Mitani, A., Traynis, I., Singh, P., Corrado, G. S., Webster, D. R., Peng, L. H., Varadarajan, A. V., Liu, Y. & Hammel, N.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>doi:10.1101/2021.12.30.21268488</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.thelancet.com/journals/landig/article/PIIS2589-7500(20)30250-8/fulltext" title="Predicting the risk of developing diabetic retinopathy using deep learning" class="g-h-expansion-panels__item-link"> Predicting the risk of developing diabetic retinopathy using deep learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Bora, A., Balasubramanian, S., Babenko, B., Virmani, S., Venugopalan, S., Mitani, A., de Oliveira Marinho, G., Cuadros, J., Ruamviboonsuk, P., Corrado, G. S., Peng, L., Webster, D. R., Varadarajan, A. V., Hammel, N., Liu, Y. & Bavishi, P.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>The Lancet Digital Health (2020). doi:10.1016/S2589-7500(20)30250-8</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.aaojournal.org/article/S0161-6420(20)30930-1/fulltext" title="Quantitative analysis of optical coherence tomography for neovascular age-related macular degeneration using deep learning" class="g-h-expansion-panels__item-link"> Quantitative analysis of optical coherence tomography for neovascular age-related macular degeneration using deep learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Moraes, G., Fu, D. J., Wilson, M., Khalid, H., Wagner, S. K., Korot, E., Ferraz, D., Faes, L., Kelly, C. J., Spitz, T., Patel, P. J., Balaskas, K., Keenan, T. D. L., Keane, P. A. & Chopra, R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ophthalmology (2020). doi:10.1016/j.ophtha.2020.09.025</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://link.springer.com/chapter/10.1007%2F978-3-030-59710-8_27" title="Scientific Discovery by Generating Counterfactuals Using Image Translation" class="g-h-expansion-panels__item-link"> Scientific Discovery by Generating Counterfactuals Using Image Translation </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Narayanaswamy, A., Venugopalan, S., Webster, D. R., Peng, L., Corrado, G. S., Ruamviboonsuk, P., Bavishi, P., Brenner, M., Nelson, P. C. & Varadarajan, A. V.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p><i>Medical Image Computing and Computer Assisted Intervention – MICCAI</i> 2020 273–283 (2020). doi:10.1007/978-3-030-59710-8_27 <a href="https://arxiv.org/abs/2007.05500">arXiv</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41591-020-0867-7" title="Predicting conversion to wet age-related macular degeneration using deep learning" class="g-h-expansion-panels__item-link"> Predicting conversion to wet age-related macular degeneration using deep learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Yim, J., Chopra, R., Spitz, T., Winkens, J., Obika, A., Kelly, C., Askham, H., Lukic, M., Huemer, J., Fasler, K., Moraes, G., Meyer, C., Wilson, M., Dixon, J., Hughes, C., Rees, G., Khaw, P. T., Karthikesalingam, A., King, D., Hassabis, D., Suleyman, M., Back, T., Ledsam, J. R., Keane, P. A. & De Fauw, J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Med. (2020). <a href="https://rdcu.be/b4fgc">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41467-019-13922-8" title="Predicting optical coherence tomography-derived diabetic macular edema grades from fundus photographs using deep learning" class="g-h-expansion-panels__item-link"> Predicting optical coherence tomography-derived diabetic macular edema grades from fundus photographs using deep learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Varadarajan, A. V., Bavishi, P., Ruamviboonsuk, P., Chotcomwongse, P., Venugopalan, S., Narayanaswamy, A., Cuadros, J., Kanai, K., Bresnick, G., Tadarati, M., Silpa-Archa, S., Limwattanayingyong, J., Nganthavee, V., Ledsam, J. R., Keane, P. A., Corrado, G. S., Peng, L. & Webster, D. R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Commun. 11, 130 (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41551-019-0487-z" title="Detection of anaemia from retinal fundus images via deep learning" class="g-h-expansion-panels__item-link"> Detection of anaemia from retinal fundus images via deep learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Mitani, A., Huang, A., Venugopalan, S., Corrado, G. S., Peng, L., Webster, D. R., Hammel, N., Liu, Y. & Varadarajan, A. V.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat Biomed Eng (2019). <a href="https://rdcu.be/bZAqc">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/1904.05478" title="Predicting Progression of Age-related Macular Degeneration from Fundus Images using Deep Learning" class="g-h-expansion-panels__item-link"> Predicting Progression of Age-related Macular Degeneration from Fundus Images using Deep Learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Babenko, B., Balasubramanian, S., Blumer, K. E., Corrado, G. S., Peng, L., Webster, D. R., Hammel, N. & Varadarajan, A. V.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CV] (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://iovs.arvojournals.org/article.aspx?articleid=2683803" title="Deep Learning for Predicting Refractive Error From Retinal Fundus Images" class="g-h-expansion-panels__item-link"> Deep Learning for Predicting Refractive Error From Retinal Fundus Images </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>aradarajan, A.V., Poplin, R., Blumer, K., Angermueller, C., Lesdam, J., Chopra, R., Keane, P.A., Corrado, G. S., Peng, L., Webster, D. R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Invest. Ophthalmol. Vis. Sci. 59, 2861–2868 (2018).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41551-018-0195-0" title="Prediction of cardiovascular risk factors from retinal fundus photographs via deep learning" class="g-h-expansion-panels__item-link"> Prediction of cardiovascular risk factors from retinal fundus photographs via deep learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Poplin, R., Varadarajan, A. V., Blumer, K., Liu, Y., McConnell, M. V., Corrado, G. S., Peng, L., & Webster, D. R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Biomed. Eng. 2, 158–164 (2018). <a href="https://rdcu.be/Hlzy">[readcube]</a></p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--open-health-stack" data-event-label="publications-open health stack" data-id="open health stack"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-15"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Open Health Stack </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-15"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://medium.com/open-health-stack" title="OHS Blog">OHS Blog</a>] </span> </p> <a href="https://blog.google/intl/en-africa/company-news/5-ways-google-is-accelerating-health-ai-innovation-in-africa/" title="5 ways Google is accelerating Health AI innovation in Africa" class="g-h-expansion-panels__item-link"> 5 ways Google is accelerating Health AI innovation in Africa </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Yossi Mattia & Shravya Shetty</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 31-Oct-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://medium.com/open-health-stack/engaging-with-the-healthcare-developer-ecosystem-in-india-c7f472e16c97" title="Engaging with the Healthcare Developer Ecosystem in India" class="g-h-expansion-panels__item-link"> Engaging with the Healthcare Developer Ecosystem in India </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Richa Tiwari</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Open Health Stack Blog | 10-Oct-2023.</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://medium.com/open-health-stack/empowering-developers-to-build-next-generation-mobile-first-healthcare-solutions-91035974bd63" title="Empowering Developers to Build Next Generation, Mobile-First Healthcare Solutions" class="g-h-expansion-panels__item-link"> Empowering Developers to Build Next Generation, Mobile-First Healthcare Solutions </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Richa Tiwari</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Open Health Stack Blog | 2-Sep-2023.</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://cloud.google.com/blog/topics/healthcare-life-sciences/build-fhir-patient-data-android-apps-with-open-health-stack-and-google-cloud" title="Manage FHIR Data from Android App with Open Health Stack and Google Cloud" class="g-h-expansion-panels__item-link"> Manage FHIR Data from Android App with Open Health Stack and Google Cloud </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Abirami Sukumaran & Omar Ismail</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Cloud Blog | 17-Aug-2023.</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/around-the-globe/google-asia/7-ways-google-health-is-improving-outcomes-in-asia-pacific/" title="7 ways Google Health is improving outcomes in Asia Pacific" class="g-h-expansion-panels__item-link"> 7 ways Google Health is improving outcomes in Asia Pacific </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 18-Jul-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/world-health-organization-google-collaboration-health-information/" title="Our collaboration with WHO to improve public health" class="g-h-expansion-panels__item-link"> Our collaboration with WHO to improve public health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 23-May-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/health-developer-tool-thecheckup/" title="New tools to help developers build better health apps" class="g-h-expansion-panels__item-link"> New tools to help developers build better health apps </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Fred Hersch</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 14-Mar-2023.</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://medium.com/androiddevelopers/our-fhir-sdk-for-android-developers-9f8455e0b42f" title="Our FHIR SDK for Android Developers" class="g-h-expansion-panels__item-link"> Our FHIR SDK for Android Developers </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Katherine Chou & Sudhi Herle</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Android Developers Blog | 24-Mar-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/working-who-power-digital-health-apps/" title="Working with the WHO to power digital health apps" class="g-h-expansion-panels__item-link"> Working with the WHO to power digital health apps </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Fred Hersch & Jing Tang</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 8-Dec-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://academic.oup.com/oodh/article/doi/10.1093/oodh/oqad018/7475299" title="A full-STAC remedy for global digital health transformation: open standards, technologies, architectures and content" class="g-h-expansion-panels__item-link"> A full-STAC remedy for global digital health transformation: open standards, technologies, architectures and content </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Mehl, G. L., Seneviratne, M. G., Berg, M. L., Bidani, S., Distler, R. L., Gorgens, M., Kallander, K. E., Labrique, A. B., Landry, M. S., Leitner, C., Lubell-Doughtie, P. B., Marcelo, A. D., Matias, Y., Nelson, J., Nguyen, V., Nsengimana, J. P., Orton, M., Otzoy Garcia, D. R., Oyaole, D. R., Ratanaprayul, N., Roth, S., Schaefer, M. P., Settle, D., Tang, J., Tien-Wahser, B., Wanyee, S. & Hersch, F.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Oxf Open Digit Health, (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://digitalpublicgoods.net/blog/collaborative-momentum-the-2023-state-of-the-digital-public-goods-ecosystem-report/" title="Collaborative Momentum: The 2023 State of the Digital Public Goods Ecosystem Report" class="g-h-expansion-panels__item-link"> Collaborative Momentum: The 2023 State of the Digital Public Goods Ecosystem Report </a> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Digital Public Goods Alliance - Promoting digital public goods to create a more equitable world (2023). 14-Dec-2023.</p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--pathology" data-event-label="publications-pathology" data-id="pathology"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-16"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Pathology </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-16"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.research.google/2024/03/health-specific-embedding-tools-for.html" title="Health-specific embedding tools for dermatology and pathology" class="g-h-expansion-panels__item-link"> Health-specific embedding tools for dermatology and pathology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Dave Steiner & Rory Pilgrim</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 8-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://opensource.googleblog.com/2023/05/accelerate-ai-development-for-digital-pathology-ez-wsi-dicomweb-python-library.html" title="Accelerate AI development for Digital Pathology using EZ WSI DICOMWeb Python library" class="g-h-expansion-panels__item-link"> Accelerate AI development for Digital Pathology using EZ WSI DICOMWeb Python library </a> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Open Source Blog | 17-May-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://healthcommunity.nature.com/posts/using-ai-to-predict-the-presence-of-cancer-spread" title="Using AI to Predict the Presence of Cancer Spread" class="g-h-expansion-panels__item-link"> Using AI to Predict the Presence of Cancer Spread </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Justin Krogue, Yun Liu, Po-Hsuan Cameron Chen & Ellery A</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nature Portfolio Health Community Blog | 10-May-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2023/03/learning-from-deep-learning-case-study.html" title="Learning from deep learning: a case study of feature discovery and validation in pathology" class="g-h-expansion-panels__item-link"> Learning from deep learning: a case study of feature discovery and validation in pathology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Ellery Wulczyn and Yun Liu</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 14-Mar-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://cloud.google.com/blog/topics/public-sector/googles-work-in-pathology-digitization/" title="Pathology digitization and the fight against cancer" class="g-h-expansion-panels__item-link"> Pathology digitization and the fight against cancer </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Cloud Blog | 12-Dec-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://verily.com/press/verily-and-lumea-announce-development-partnership-to-advance-digital-pathology-in-prostate-cancer/" title="Verily and Lumea Announce Development Partnership to Advance Digital Pathology in Prostate Cancer" class="g-h-expansion-panels__item-link"> Verily and Lumea Announce Development Partnership to Advance Digital Pathology in Prostate Cancer </a> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Verily Blog | 16-Mar-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2022/02/an-international-scientific-challenge.html" title="An International Scientific Challenge for the Diagnosis and Gleason Grading of Prostate Cancer" class="g-h-expansion-panels__item-link"> An International Scientific Challenge for the Diagnosis and Gleason Grading of Prostate Cancer </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Po-Hsuan Cameron Chen & Maggie Demkin</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 11-Feb-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/promise-using-ai-help-prostate-cancer-care/" title="The promise of using AI to help prostate cancer care" class="g-h-expansion-panels__item-link"> The promise of using AI to help prostate cancer care </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Po-Hsuan Cameron Chen & Yun Liu</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 23-Sept-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://medium.com/people-ai-research/pair-chi-2021-410323929162" title="PAIR @ CHI 2021" class="g-h-expansion-panels__item-link"> PAIR @ CHI 2021 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by People + AI Research</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>People + AI Research Blog | 14-May-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://npjdigitalmedcommunity.nature.com/posts/learning-from-deep-learning-developing-interpretable-ai-approaches-in-histopathology-to-predict-patient-prognosis-and-explore-novel-features?channel_id=677-behind-the-paper" title="Learning from deep learning: developing interpretable AI approaches in histopathology to predict patient prognosis and explore novel features" class="g-h-expansion-panels__item-link"> Learning from deep learning: developing interpretable AI approaches in histopathology to predict patient prognosis and explore novel features </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Dave Steiner, Yun Liu, Craig Mermel, Kurt Zatloukal, Heimo Muller, Markus Plass</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>npj Digital Medicine Blog | 19-Apr-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.googlecloudpresscorner.com/2020-09-02-Defense-Innovation-Unit-Selects-Google-Cloud-to-Help-U-S-Military-Health-System-with-Predictive-Cancer-Diagnoses" title="Defense Innovation Unit Selects Google Cloud to Help U.S. Military Health System with Predictive Cancer Diagnoses" class="g-h-expansion-panels__item-link"> Defense Innovation Unit Selects Google Cloud to Help U.S. Military Health System with Predictive Cancer Diagnoses </a> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Cloud Blog | 2-Sep-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/using-ai-identify-aggressiveness-prostate-cancer/" title="Using AI to identify the aggressiveness of prostate cancer" class="g-h-expansion-panels__item-link"> Using AI to identify the aggressiveness of prostate cancer </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Kunal Nagpal & Craig Mermel</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 23-Jul-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2020/02/generating-diverse-synthetic-medical.html" title="Generating Diverse Synthetic Medical Image Data for Training Machine Learning Models" class="g-h-expansion-panels__item-link"> Generating Diverse Synthetic Medical Image Data for Training Machine Learning Models </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Timo Kohlberger & Yuan Liu</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 19-Feb-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2019/07/building-smily-human-centric-similar.html" title="Building SMILY, a Human-Centric, Similar-Image Search Tool for Pathology" class="g-h-expansion-panels__item-link"> Building SMILY, a Human-Centric, Similar-Image Search Tool for Pathology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Narayan Hedge & Carrie Cai</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 19-July-2019</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2018/11/improved-grading-of-prostate-cancer.html" title="Improved Grading of Prostate Cancer Using Deep Learning" class="g-h-expansion-panels__item-link"> Improved Grading of Prostate Cancer Using Deep Learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Martin Stumpe & Craig Mermel</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 16-Nov-2018</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2018/10/applying-deep-learning-to-metastatic.html" title="Applying Deep Learning to Metastatic Breast Cancer Detection" class="g-h-expansion-panels__item-link"> Applying Deep Learning to Metastatic Breast Cancer Detection </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Martin Stumpe & Craig Mermel</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 12-Oct-2018</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2018/04/an-augmented-reality-microscope.html" title="An Augmented Reality Microscope for Cancer Detection" class="g-h-expansion-panels__item-link"> An Augmented Reality Microscope for Cancer Detection </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Martin Stumpe & Craig Mermel</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 16-Apr-2018</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2017/03/assisting-pathologists-in-detecting.html" title="Assisting Pathologists in Detecting Cancer with Deep Learning" class="g-h-expansion-panels__item-link"> Assisting Pathologists in Detecting Cancer with Deep Learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Martin Stumpe & Lily Peng</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 3-Mar-2017</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2406.19578" title="PathAlign: A vision-language model for whole slide images in histopathology" class="g-h-expansion-panels__item-link"> PathAlign: A vision-language model for whole slide images in histopathology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ahmed, F., Sellergren, A., Yang, L., Xu, S., Babenko, B., Ward, A., Olson, N., Mohtashamian, A., Matias, Y., Corrado, G. S., Duong, Q., Webster, D. R., Shetty, S., Golden, D., Liu, Y., Steiner, D. F. & Wulczyn, E.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CV] (2024)</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.medrxiv.org/content/10.1101/2024.04.05.24302951v1" title="Estrogen receptor gene expression prediction from H&E whole slide images" class="g-h-expansion-panels__item-link"> Estrogen receptor gene expression prediction from H&E whole slide images </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Srinivas, A. A., Jaroensri, R., Wulczyn, E., Liu, Y., Wren, J. H., Thompson, E. E., Olson, N., Beckers, F., Miao, M., Chen, P.-H. C. & Steiner, D. F.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>bioRxiv (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.modernpathology.org/article/S0893-3952(23)00282-X/fulltext#%20" title="An End-to-End Platform for Digital Pathology Using Hyperspectral Autofluorescence Microscopy and Deep Learning-Based Virtual Histology" class="g-h-expansion-panels__item-link"> An End-to-End Platform for Digital Pathology Using Hyperspectral Autofluorescence Microscopy and Deep Learning-Based Virtual Histology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>McNeil, C., Wong, P. F., Sridhar, N., Wang, Y., Santori, C., Wu, C.-H., Homyk, A., Gutierrez, M., Behrooz, A., Tiniakos, D., Burt, A. D., Pai, R. K., Tekiela, K., Cameron Chen, P.-H., Fischer, L., Martins, E. B., Seyedkazemi, S., Freedman, D., Kim, C. C. & Cimermancic, P.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Mod. Pathol. 37, 100377 (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2310.13259" title="Domain-specific optimization and diverse evaluation of self-supervised models for histopathology" class="g-h-expansion-panels__item-link"> Domain-specific optimization and diverse evaluation of self-supervised models for histopathology </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Lai, J., Ahmed, F., Vijay, S., Jaroensri, T., Loo, J., Vyawahare, S., Agarwal, S., Jamil, F., Matias, Y., Corrado, G. S., Webster, D. R., Krause, J., Liu, Y., Chen, P.-H. C., Wulczyn, E. & Steiner, D. F.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [eess.IV] (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s43856-023-00282-0" title="Predicting lymph node metastasis from primary tumor histology and clinicopathologic factors in colorectal cancer using deep learning" class="g-h-expansion-panels__item-link"> Predicting lymph node metastasis from primary tumor histology and clinicopathologic factors in colorectal cancer using deep learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Krogue, J. D., Azizi, S., Tan, F., Flament-Auvigne, I., Brown, T., Plass, M., Reihs, R., Müller, H., Zatloukal, K., Richeson, P., Corrado, G. S., Peng, L. H., Mermel, C. H., Liu, Y., Chen, P.-H. C., Gombar, S., Montine, T., Shen, J., Steiner, D. F. & Wulczyn, E.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Commun. Med. 3, 59 (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2802392" title="Pathologist Validation of a Machine Learning-Derived Feature for Colon Cancer Risk Stratification" class="g-h-expansion-panels__item-link"> Pathologist Validation of a Machine Learning-Derived Feature for Colon Cancer Risk Stratification </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>L’Imperio, V., Wulczyn, E., Plass, M., Müller, H., Tamini, N., Gianotti, L., Zucchini, N., Reihs, R., Corrado, G. S., Webster, D. R., Peng, L. H., Chen, P.-H. C., Lavitrano, M., Liu, Y., Steiner, D. F., Zatloukal, K. & Pagni, F.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>JAMA Netw Open 6, e2254891 (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41523-022-00478-y" title="Deep learning models for histologic grading of breast cancer and association with disease prognosis" class="g-h-expansion-panels__item-link"> Deep learning models for histologic grading of breast cancer and association with disease prognosis </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Jaroensri, R., Wulczyn, E., Hegde, N., Brown, T., Flament-Auvigne, I., Tan, F., Cai, Y., Nagpal, K., Rakha, E. A., Dabbs, D. J., Olson, N., Wren, J. H., Thompson, E. E., Seetao, E., Robinson, C., Miao, M., Beckers, F., Corrado, G. S., Peng, L. H., Mermel, C. H., Liu, Y., Steiner, D. F. & Chen, P.-H. C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>npj Breast Cancer 8, 1–12 (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41591-021-01620-2" title="Artificial intelligence for diagnosis and Gleason grading of prostate cancer: the PANDA challenge" class="g-h-expansion-panels__item-link"> Artificial intelligence for diagnosis and Gleason grading of prostate cancer: the PANDA challenge </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Bulten, W., Kartasalo, K., Chen, P.-H. C., Ström, P., Pinckaers, H., Nagpal, K., Cai, Y., Steiner, D. F., van Boven, H., Vink, R., Hulsbergen-van de Kaa, C., van der Laak, J., Amin, M. B., Evans, A. J., van der Kwast, T., Allan, R., Humphrey, P. A., Grönberg, H., Samaratunga, H., Delahunt, B., Tsuzuki, T., Häkkinen, T., Egevad, L., Demkin, M., Dane, S., Tan, F., Valkonen, M., Corrado, G. S., Peng, L., Mermel, C. H., Ruusuvuori, P., Litjens, G. & Eklund, M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Med. 1–10 (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41598-021-95747-4" title="Comparative analysis of machine learning approaches to classify tumor mutation burden in lung adenocarcinoma using histopathology images" class="g-h-expansion-panels__item-link"> Comparative analysis of machine learning approaches to classify tumor mutation burden in lung adenocarcinoma using histopathology images </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Sadhwani, A., Chang, H.-W., Behrooz, A., Brown, T., Auvigne-Flament, I., Patel, H., Findlater, R., Velez, V., Tan, F., Tekiela, K., Wulczyn, E., Yi, E. S., Mermel, C. H., Hanks, D., Chen, P.-H. C., Kulig, K., Batenchuk, C., Steiner, D. F. & Cimermancic, P.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Sci. Rep. 11, 1–11 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s43856-021-00013-3" title="Determining breast cancer biomarker status and associated morphological features using deep learning" class="g-h-expansion-panels__item-link"> Determining breast cancer biomarker status and associated morphological features using deep learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Gamble, P., Jaroensri, R., Wang, H., Tan, F., Moran, M., Brown, T., Flament-Auvigne, I., Rakha, E. A., Toss, M., Dabbs, D. J., Regitnig, P., Olson, N., Wren, J. H., Robinson, C., Corrado, G. S., Peng, L. H., Liu, Y., Mermel, C. H., Steiner, D. F. & Chen, P.-H. C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Communications Medicine 1, 1–12 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s43856-021-00005-3" title="Predicting prostate cancer specific-mortality with artificial intelligence-based Gleason grading" class="g-h-expansion-panels__item-link"> Predicting prostate cancer specific-mortality with artificial intelligence-based Gleason grading </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Wulczyn, E., Nagpal, K., Symonds, M., Moran, M., Plass, M., Reihs, R., Nader, F., Tan, F., Cai, Y., Brown, T., Flament-Auvigne, I., Amin, M. B., Stumpe, M. C., Müller, H., Regitnig, P., Holzinger, A., Corrado, G. S., Peng, L. H., Chen, P.-H. C., Steiner, D. F., Zatloukal, K., Liu, Y. & Mermel, C. H.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Communications Medicine 1, 1–8 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://dl.acm.org/doi/10.1145/3411763.3443435" title="Onboarding Materials as Boundary Objects for Developing AI Assistants" class="g-h-expansion-panels__item-link"> Onboarding Materials as Boundary Objects for Developing AI Assistants </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Cai, C.J., Steiner, D., Wilcox, L., Terry, M. and Winter, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Proceedings of the ACM SIGCHI Conference on Human Factors in Computing Systems, ACM (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41746-021-00427-2" title="Interpretable survival prediction for colorectal cancer using deep learning" class="g-h-expansion-panels__item-link"> Interpretable survival prediction for colorectal cancer using deep learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Wulczyn, E., Steiner, D. F., Moran, M., Plass, M., Reihs, R., Tan, F., Flament-Auvigne, I., Brown, T., Regitnig, P., Chen, P.-H. C., Hegde, N., Sadhwani, A., MacDonald, R., Ayalew, B., Corrado, G. S., Peng, L. H., Tse, D., Müller, H., Xu, Z., Liu, Y., Stumpe, M. C., Zatloukal, K. & Mermel, C. H.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>npj Digital Medicine 4, 1–13 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2772831" title="Evaluation of the Use of Combined Artificial Intelligence and Pathologist Assessment to Review and Grade Prostate Biopsies" class="g-h-expansion-panels__item-link"> Evaluation of the Use of Combined Artificial Intelligence and Pathologist Assessment to Review and Grade Prostate Biopsies </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Steiner, D. F., Nagpal, K., Sayres, R., Foote, D. J., Wedin, B. D., Pearce, A., Cai, C. J., Winter, S. R., Symonds, M., Yatziv, L., Kapishnikov, A., Brown, T., Flament-Auvigne, I., Tan, F., Stumpe, M. C., Jiang, P.-P., Liu, Y., Chen, P.-H. C., Corrado, G. S., Terry, M. & Mermel, C. H.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>JAMA Netw Open 3, e2023267–e2023267 (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://jamanetwork.com/journals/jamaoncology/fullarticle/10.1001/jamaoncol.2020.2485" title="Development and Validation of a Deep Learning Algorithm for Gleason Grading of Prostate Cancer From Biopsy Specimens" class="g-h-expansion-panels__item-link"> Development and Validation of a Deep Learning Algorithm for Gleason Grading of Prostate Cancer From Biopsy Specimens </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nagpal, K., Foote, D., Tan, F., Liu, Y., Chen, P.-H. C., Steiner, D. F., Manoj, N., Olson, N., Smith, J. L., Mohtashamian, A., Peterson, B., Amin, M. B., Evans, A. J., Sweet, J. W., Cheung, C., van der Kwast, T., Sangoi, A. R., Zhou, M., Allan, R., Humphrey, P. A., Hipp, J. D., Gadepalli, K., Corrado, G. S., Peng, L. H., Stumpe, M. C. & Mermel, C. H.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>JAMA Oncol (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0233678" title="Deep learning-based survival prediction for multiple cancer types using histopathology images" class="g-h-expansion-panels__item-link"> Deep learning-based survival prediction for multiple cancer types using histopathology images </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Wulczyn, E., Steiner, D. F., Xu, Z., Sadhwani, A., Wang, H., Flament-Auvigne, I., Mermel, C. H., Chen, P.-H. C., Liu, Y. & Stumpe, M. C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>PLOS ONE 15, e0233678 (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.sciencedirect.com/science/article/pii/S2153353922004023" title="Whole-Slide Image Focus Quality: Automatic Assessment and Impact on AI Cancer Detection" class="g-h-expansion-panels__item-link"> Whole-Slide Image Focus Quality: Automatic Assessment and Impact on AI Cancer Detection </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Kohlberger, T., Liu, Y., Moran, M., Chen, P.-H. C., Brown, T., Hipp, J. D., Mermel, C. H. & Stumpe, M. C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>J. Pathol. Inform. 10, 39 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41591-019-0539-7#citeas" title="An augmented reality microscope with real-time artificial intelligence integration for cancer diagnosis" class="g-h-expansion-panels__item-link"> An augmented reality microscope with real-time artificial intelligence integration for cancer diagnosis </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Chen, P.C., Gadepalli, K., MacDonald, R., Liu, Y., Kadowaki, S., Nagpal, K., Kohlberger, T., Dean, J., Corrado, G.S., Hipp, J.D., Mermel, C.H., Stumpe, M. C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat Med 25, 1453–1457 (2019). <a href="https://rdcu.be/bOyXv" title="readcube">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.archivesofpathology.org/doi/10.5858/arpa.2018-0147-OA" title="Artificial Intelligence-Based Breast Cancer Nodal Metastasis Detection: Insights Into the Black Box for Pathologists" class="g-h-expansion-panels__item-link"> Artificial Intelligence-Based Breast Cancer Nodal Metastasis Detection: Insights Into the Black Box for Pathologists </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Liu, Y., Kohlberger, T., Norouzi, M., Dahl, G. E., Smith, J. L., Mohtashamian, A., Olson, N., Peng, L.H., Hipp, J.D., Stumpe, M.C. (2019).</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Arch. Pathol. Lab. Med. 143, 859–868 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41746-019-0131-z" title="Similar image search for histopathology: SMILY" class="g-h-expansion-panels__item-link"> Similar image search for histopathology: SMILY </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Hegde, N., Hipp, J. D., Liu, Y., Emmert-Buck, M., Reif, E., Smilkov, D., Terry, M., Cai, C. J., Amin, M. B., Mermel, C. H., Nelson, P. Q., Peng, L. H., Corrado, G. S. & Stumpe, M. C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>npj Digit Med 2, 56 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://dl.acm.org/doi/abs/10.1145/3359206" title=""Hello AI": Uncovering the Onboarding Needs of Medical Practitioners for Human-AI Collaborative Decision-Making" class="g-h-expansion-panels__item-link"> "Hello AI": Uncovering the Onboarding Needs of Medical Practitioners for Human-AI Collaborative Decision-Making </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Cai, C.J., Winter, S., Steiner, D., Wilcox, L. and Terry, M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Proceedings of the ACM on Human-computer Interaction, 3(CSCW), pp.1-24 (2019)</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://dl.acm.org/doi/abs/10.1145/3290605.3300234" title="Human-centered tools for coping with imperfect algorithms during medical decision-making" class="g-h-expansion-panels__item-link"> Human-centered tools for coping with imperfect algorithms during medical decision-making </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Cai, C.J., Reif, E., Hegde, N., Hipp, J., Kim, B., Smilkov, D., Wattenberg, M., Viegas, F., Corrado, G.S., Stumpe, M.C. and Terry, M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>In Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems (pp. 1-14) (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41746-019-0112-2" title="Development and validation of a deep learning algorithm for improving Gleason scoring of prostate cancer" class="g-h-expansion-panels__item-link"> Development and validation of a deep learning algorithm for improving Gleason scoring of prostate cancer </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nagpal, K., Foote, D., Liu, Y., Chen, P.H.C., Wulczyn, E., Tan, F., Olson, N., Smith, J.L., Mohtashamian, A., Wren, J.H., Corrado, G.S., MacDonald, R., Peng, L. H., Amin, M.B., Evans, A.J., Sanjoi, A.R., Mermel, C. H., Hipp, J. D., Stumpe, M. C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>npj Digit. Med. 2, 48 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://journals.lww.com/ajsp/Fulltext/2018/12000/Impact_of_Deep_Learning_Assistance_on_the.7.aspx" title="Impact of Deep Learning Assistance on the Histopathologic Review of Lymph Nodes for Metastatic Breast Cancer" class="g-h-expansion-panels__item-link"> Impact of Deep Learning Assistance on the Histopathologic Review of Lymph Nodes for Metastatic Breast Cancer </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Steiner, D. F., MacDonald, R., Liu, Y., Truszkowski, P., Hipp, J. D., Gammage, C., Thng, F., Peng, L., Stumpe, M.C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Am. J. Surg. Pathol. 42, 1636–1646 (2018).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/1703.02442" title="Detecting cancer metastases on gigapixel pathology images" class="g-h-expansion-panels__item-link"> Detecting cancer metastases on gigapixel pathology images </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Liu, Y., Gadepalli, K., Norouzi, M., Dahl, G.E., Kohlberger, T., Boyko, A., Venugopalan, S., Timofeev, A., Nelson, P.Q., Corrado, G.S. and Hipp, J.D., Peng, L., Stumpe, M. C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p><em>arXiv</em> preprint arXiv:1703.02442 (2017).</p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--public-&-environmental-health" data-event-label="publications-public & environmental health" data-id="public & environmental health"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-17"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Public & Environmental Health </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-17"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/google-ai-healthcare-accessibility/" title="How we’re using AI to make emergency healthcare more accessible" class="g-h-expansion-panels__item-link"> How we’re using AI to make emergency healthcare more accessible </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Shravya Shetty</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 24-Oct-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/how-ai-is-helping-advance-womens-health-around-the-world/" title="How AI is helping advance women’s health around the world" class="g-h-expansion-panels__item-link"> How AI is helping advance women’s health around the world </a> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 8-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://publichealthcommunity.springernature.com/posts/new-anonymized-smartphone-data-reveals-it-often-takes-more-time-than-expected-to-access-healthcare-in-the-real-world" title="New anonymized smartphone data reveals it often takes more time than expected to access healthcare in the real world: Using aggregated and anonymized data from over 100 countries to quantify inequities in access to healthcare" class="g-h-expansion-panels__item-link"> New anonymized smartphone data reveals it often takes more time than expected to access healthcare in the real world: Using aggregated and anonymized data from over 100 countries to quantify inequities in access to healthcare </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Kristina Gligoric</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nature Portfolio Health Community Blog | 22-Nov-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/intl/en-africa/company-news/5-ways-google-is-accelerating-health-ai-innovation-in-africa/" title="5 ways Google is accelerating Health AI innovation in Africa" class="g-h-expansion-panels__item-link"> 5 ways Google is accelerating Health AI innovation in Africa </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Yossi Mattia & Shravya Shetty</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 31-Oct-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/outreach-initiatives/sustainability/google-ai-climate-change-solutions/" title="How we’re using AI to combat floods, wildfires and extreme heat" class="g-h-expansion-panels__item-link"> How we’re using AI to combat floods, wildfires and extreme heat </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Yossi Matias</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword | 10-Oct-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/intl/en-africa/company-news/technology/supporting-access-to-emergency-maternal-care/" title="How we’re supporting access to emergency maternal care in Nigeria" class="g-h-expansion-panels__item-link"> How we’re supporting access to emergency maternal care in Nigeria </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Charlotte Stanton</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Africa Blog | 9-May-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/outreach-initiatives/sustainability/extreme-heat-support/" title="How we’re helping people and cities adapt to extreme heat" class="g-h-expansion-panels__item-link"> How we’re helping people and cities adapt to extreme heat </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Kate Brandt</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 29-Mar-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/new-tools-support-vaccine-access-and-distribution/" title="New tools to support vaccine access and distribution" class="g-h-expansion-panels__item-link"> New tools to support vaccine access and distribution </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Tomer Shekel</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 9-Jun-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/inside-google/covid-19/update-our-efforts-help-americans-navigate-covid-19/" title="An update on our efforts to help Americans navigate COVID-19" class="g-h-expansion-panels__item-link"> An update on our efforts to help Americans navigate COVID-19 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Ruth Porat</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 27-Oct-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/making-data-useful-public-health/" title="Making data useful for public health" class="g-h-expansion-panels__item-link"> Making data useful for public health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Katherine Chou</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 17-Sept-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/using-symptoms-search-trends-inform-covid-19-research/" title="Using symptoms search trends to inform COVID-19 research" class="g-h-expansion-panels__item-link"> Using symptoms search trends to inform COVID-19 research </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Evgeniy Gabrilovich</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 3-Apr-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/covid-19-community-mobility-reports/" title="Helping public health officials combat COVID-19" class="g-h-expansion-panels__item-link"> Helping public health officials combat COVID-19 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Jen Fitzpatrick & Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 3-Apr-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2019/11/new-insights-into-human-mobility-with.html" title="New Insights into Human Mobility with Privacy Preserving Aggregation" class="g-h-expansion-panels__item-link"> New Insights into Human Mobility with Privacy Preserving Aggregation </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Adam Sadilek & Xerxes Dotiwalla</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 12-Nov-2019</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.thelancet.com/journals/lanplh/article/PIIS2542-5196(24)00125-6/fulltext" title="Quantifying urban park use in the USA at scale: empirical estimates of realised park usage using smartphone location data" class="g-h-expansion-panels__item-link"> Quantifying urban park use in the USA at scale: empirical estimates of realised park usage using smartphone location data </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Young, M. T., Vispute, S., Serghiou, S., Kumok, A., Shah, Y., Lane, K. J., Black-Ingersoll, F., Brochu, P., Bharel, M., Skenazy, S., Karthikesalingam, A., Bavadekar, S., Kansal, M., Shekel, T., Gabrilovich, E. & Wellenius, G. A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Lancet Planet Health 8, e564–e573 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.thelancet.com/journals/langlo/article/PIIS2214-109X(24)00045-7/fulltext" title="Geographical accessibility to functional emergency obstetric care facilities in urban Nigeria using closer-to-reality travel time estimates: a population-based spatial analysis." class="g-h-expansion-panels__item-link"> Geographical accessibility to functional emergency obstetric care facilities in urban Nigeria using closer-to-reality travel time estimates: a population-based spatial analysis. </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Banke-Thomas, A., Wong, K. L. M., Olubodun, T., Macharia, P. M., Sundararajan, N., Shah, Y., Prasad, G., Kansal, M., Vispute, S., Shekel, T., Ogunyemi, O., Gwacham-Anisiobi, U., Wang, J., Abejirinde, I.-O. O., Makanga, P. T., Azodoh, N., Nzelu, C., Afolabi, B. B., Stanton, C. & Beňová, L.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>The Lancet Global Health 12, e848–e858 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s43856-024-00458-2" title="Socio-spatial equity analysis of relative wealth index and emergency obstetric care accessibility in urban Nigeria" class="g-h-expansion-panels__item-link"> Socio-spatial equity analysis of relative wealth index and emergency obstetric care accessibility in urban Nigeria </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Wong, K. L. M., Banke-Thomas, A., Olubodun, T., Macharia, P. M., Stanton, C., Sundararajan, N., Shah, Y., Prasad, G., Kansal, M., Vispute, S., Shekel, T., Ogunyemi, O., Gwacham-Anisiobi, U., Wang, J., Abejirinde, I.-O. O., Makanga, P. T., Afolabi, B. B. & Beňová, L.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Commun. Med. 4, 34 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s43856-023-00384-9" title="Revealed versus potential spatial accessibility of healthcare and changing patterns during the COVID-19 pandemic" class="g-h-expansion-panels__item-link"> Revealed versus potential spatial accessibility of healthcare and changing patterns during the COVID-19 pandemic </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Gligorić, K., Kamath, C., Weiss, D. J., Bavadekar, S., Liu, Y., Shekel, T., Schulman, K. & Gabrilovich, E.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Communications Medicine 3, 1–11 (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41597-023-02651-9" title="A geospatial database of close-to-reality travel times to obstetric emergency care in 15 Nigerian conurbations" class="g-h-expansion-panels__item-link"> A geospatial database of close-to-reality travel times to obstetric emergency care in 15 Nigerian conurbations </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Macharia, P. M., Wong, K. L. M., Olubodun, T., Beňová, L., Stanton, C., Sundararajan, N., Shah, Y., Prasad, G., Kansal, M., Vispute, S., Shekel, T., Gwacham-Anisiobi, U., Ogunyemi, O., Wang, J., Abejirinde, I.-O. O., Makanga, P. T., Afolabi, B. B. & Banke-Thomas, A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Sci Data 10, 736 (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.oecd-ilibrary.org/urban-rural-and-regional-development/comparing-access-to-urban-parks-across-six-oecd-countries_4d17ce4c-en" title="Comparing access to urban parks across six OECD countries" class="g-h-expansion-panels__item-link"> Comparing access to urban parks across six OECD countries </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Veneri, P., Kaufmann, T., Vispute, S., Shekel, T., Gabrilovich, E., Wellenius, G. A., Dijkstra, L. & Kansal, M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>(Organisation for Economic Co-Operation and Development (OECD), 2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://ajph.aphapublications.org/doi/abs/10.2105/AJPH.2022.307198" title="Identifying COVID-19 Vaccine Deserts and Ways to Reduce Them: A Digital Tool to Support Public Health Decision-Making" class="g-h-expansion-panels__item-link"> Identifying COVID-19 Vaccine Deserts and Ways to Reduce Them: A Digital Tool to Support Public Health Decision-Making </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Weintraub, R. L., Miller, K., Rader, B., Rosenberg, J., Srinath, S., Woodbury, S. R., Schultheiss, M. D., Kansal, M., Vispute, S., Serghiou, S., Flores, G., Kumok, A., Shekel, T., Gabrilovich, E., Ahmad, I., Chiang, M. E. & Brownstein, J. S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Am. J. Public Health e1–e5 (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://aclanthology.org/2022.emnlp-industry.53/" title="Dense Feature Memory Augmented Transformers for COVID-19 Vaccination Search Classification" class="g-h-expansion-panels__item-link"> Dense Feature Memory Augmented Transformers for COVID-19 Vaccination Search Classification </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Gupta, J., Tay, Y., Kamath, C., Tran, V., Metzler, D., Bavadekar, S., Sun, M. & Gabrilovich, E.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing. 521–530 (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41598-022-12952-5" title="An evaluation of Internet searches as a marker of trends in population mental health in the US" class="g-h-expansion-panels__item-link"> An evaluation of Internet searches as a marker of trends in population mental health in the US </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Vaidyanathan, U., Sun, Y., Shekel, T., Chou, K., Galea, S., Gabrilovich, E. & Wellenius, G. A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Sci. Rep. 12, 8946 (2022). <a href="https://www.nature.com/articles/s41598-022-12952-5.epdf?sharing_token=aV8MSZ6PXyCp-yWZp8uWgNRgN0jAjWel9jnR3ZoTv0O7M6AD732PoRI-s8TnFYEks0PvbXm6ssmOKBR4LJfNTVp_MTMhZ0fYpQ_z8pifZhdw81LGSz9noM3sJpxKZLIb0z2wtswbcgEdkzpj_wqiwmno5FjGl0KaDZqdS4GurI8%3D" title="readcube">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41597-022-01263-z.pdf?fbclid=IwAR0X86v60-DtNn6MZ_g_4IUer_EDpNsoeFbuzBTe1tR8Xy8Q51y-ODpACzw" title="COVID-19 Open-Data a global-scale spatially granular meta-dataset for coronavirus disease" class="g-h-expansion-panels__item-link"> COVID-19 Open-Data a global-scale spatially granular meta-dataset for coronavirus disease </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Wahltinez, O., Cheung, A., Alcantara, R., Cheung, D., Daswani, M., Erlinger, A., Lee, M., Yawalkar, P., Lê, P., Navarro, O. P., Brenner, M. P. & Murphy, K.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Sci Data 9, 162 (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2111.11424" title="Vaccine Search Patterns Provide Insights into Vaccination Intent" class="g-h-expansion-panels__item-link"> Vaccine Search Patterns Provide Insights into Vaccination Intent </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Malahy, S., Sun, M., Spangler, K., Leibler, J., Lane, K., Bavadekar, S., Kamath, C., Kumok, A., Sun, Y., Gupta, J., Griffith, T., Boulanger, A., Young, M., Stanton, C., Mayer, Y., Smith, K., Shekel, T., Chou, K., Corrado, G., Levy, J., Szpiro, A., Gabrilovich, E. & Wellenius, G. A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.SI] (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2107.01179" title="Google COVID-19 Vaccination Search Insights: Anonymization Process Description" class="g-h-expansion-panels__item-link"> Google COVID-19 Vaccination Search Insights: Anonymization Process Description </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Bavadekar, S., Boulanger, A., Davis, J., Desfontaines, D., Gabrilovich, E., Gadepalli, K., Ghazi, B., Griffith, T., Gupta, J., Kamath, C., Kraft, D., Kumar, R., Kumok, A., Mayer, Y., Manurangsi, P., Patankar, A., Perera, I. M., Scott, C., Shekel, T., Miller, B., Smith, K., Stanton, C., Sun, M., Young, M. & Wellenius, G.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CR] (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0253071" title="Early social distancing policies in Europe, changes in mobility & COVID-19 case trajectories: Insights from Spring 2020" class="g-h-expansion-panels__item-link"> Early social distancing policies in Europe, changes in mobility & COVID-19 case trajectories: Insights from Spring 2020 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Woskie, L. R., Hennessy, J., Espinosa, V., Tsai, T. C., Vispute, S., Jacobson, B. H., Cattuto, C., Gauvin, L., Tizzoni, M., Fabrikant, A., Gadepalli, K., Boulanger, A., Pearce, A., Kamath, C., Schlosberg, A., Stanton, C., Bavadekar, S., Abueg, M., Hogue, M., Oplinger, A., Chou, K., Corrado, G., Shekel, T., Jha, A. K., Wellenius, G. A. & Gabrilovich, E.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>PLoS One 16, e0253071 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41467-021-23404-5#:~:text=Social%20distancing%20remains%20an%20important,pandemic%20in%20the%20United%20States.&text=Implementation%20of%20one%20or%20more,yielded%20an%20additional%2029.0%25%20reduction." title="Impacts of social distancing policies on mobility and COVID-19 case growth in the US" class="g-h-expansion-panels__item-link"> Impacts of social distancing policies on mobility and COVID-19 case growth in the US </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Wellenius, G. A., Vispute, S., Espinosa, V., Fabrikant, A., Tsai, T. C., Hennessy, J., Dai, A., Williams, B., Gadepalli, K., Boulanger, A., Pearce, A., Kamath, C., Schlosberg, A., Bendebury, C., Mandayam, C., Stanton, C., Bavadekar, S., Pluntke, C., Desfontaines, D., Jacobson, B. H., Armstrong, Z., Gipson, B., Wilson, R., Widdowson, A., Chou, K., Oplinger, A., Shekel, T., Jha, A. K. & Gabrilovich, E.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Commun. 12, 3118 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41467-021-21018-5" title="Forecasting influenza activity using machine-learned mobility map" class="g-h-expansion-panels__item-link"> Forecasting influenza activity using machine-learned mobility map </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Venkatramanan, S., Sadilek, A., Fadikar, A., Barrett, C. L., Biggerstaff, M., Chen, J., Dotiwalla, X., Eastham, P., Gipson, B., Higdon, D., Kucuktunc, O., Lieber, A., Lewis, B. L., Reynolds, Z., Vullikanti, A. K., Wang, L. & Marathe, M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Commun. 12, 726 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41591-020-1059-1" title="Global maps of travel time to healthcare facilities" class="g-h-expansion-panels__item-link"> Global maps of travel time to healthcare facilities </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Weiss, D. J., Nelson, A., Vargas-Ruiz, C. A., Gligorić, K., Bavadekar, S., Gabrilovich, E., Bertozzi-Villa, A., Rozier, J., Gibson, H. S., Shekel, T., Kamath, C., Lieber, A., Schulman, K., Shao, Y., Qarkaxhija, V., Nandi, A. K., Keddie, S. H., Rumisha, S., Amratia, P., Arambepola, R., Chestnutt, E. G., Millar, J. J., Symons, T. L., Cameron, E., Battle, K. E., Bhatt, S. & Gething, P. W.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Med. (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.medrxiv.org/content/10.1101/2020.08.29.20184135v1.article-info" title="Modeling the combined effect of digital exposure notification and non-pharmaceutical interventions on the COVID-19 epidemic in Washington state" class="g-h-expansion-panels__item-link"> Modeling the combined effect of digital exposure notification and non-pharmaceutical interventions on the COVID-19 epidemic in Washington state </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Abueg, M., Hinch, R., Wu, N., Liu, L., Probert, W. J. M., Wu, A., Eastham, P., Shafi, Y., Rosencrantz, M., Dikovsky, M., Cheng, Z., Nurtay, A., Abeler-Dörner, L., Bonsall, D. G., McConnell, M. V., O’Banion, S. & Fraser, C.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>medRxiv (2020). doi:10.1101/2020.08.29.20184135</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2009.01265" title="Google COVID-19 Search Trends Symptoms Dataset: Anonymization Process Description (version 1.0)" class="g-h-expansion-panels__item-link"> Google COVID-19 Search Trends Symptoms Dataset: Anonymization Process Description (version 1.0) </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Bavadekar, S., Dai, A., Davis, J., Desfontaines, D., Eckstein, I., Everett, K., Fabrikant, A., Flores, G., Gabrilovich, E., Gadepalli, K., Glass, S., Huang, R., Kamath, C., Kraft, D., Kumok, A., Marfatia, H., Mayer, Y., Miller, B., Pearce, A., Perera, I. M., Ramachandran, V., Raman, K., Roessler, T., Shafran, I., Shekel, T., Stanton, C., Stimes, J., Sun, M., Wellenius, G. & Zoghi, M.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CR] (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2004.10172" title="Impacts of State-Level Policies on Social Distancing in the United States Using Aggregated Mobility Data during the COVID-19 Pandemic" class="g-h-expansion-panels__item-link"> Impacts of State-Level Policies on Social Distancing in the United States Using Aggregated Mobility Data during the COVID-19 Pandemic </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Wellenius, G. A., Vispute, S., Espinosa, V., Fabrikant, A., Tsai, T. C., Hennessy, J., Williams, B., Gadepalli, K., Boulanger, A., Pearce, A., Kamath, C., Schlosberg, A., Bendebury, C., Stanton, C., Bavadekar, S., Pluntke, C., Desfontaines, D., Jacobson, B., Armstrong, Z., Gipson, B., Wilson, R., Widdowson, A., Chou, K., Oplinger, A., Shekel, T., Jha, A. K. & Gabrilovich, E.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [q-bio.PE] (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://arxiv.org/abs/2004.04145" title="Google COVID-19 Community Mobility Reports: Anonymization Process Description (version 1.0)" class="g-h-expansion-panels__item-link"> Google COVID-19 Community Mobility Reports: Anonymization Process Description (version 1.0) </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Aktay, A., Bavadekar, S., Cossoul, G., Davis, J., Desfontaines, D., Fabrikant, A., Gabrilovich, E., Gadepalli, K., Gipson, B., Guevara, M., Kamath, C., Kansal, M., Lange, A., Mandayam, C., Oplinger, A., Pluntke, C., Roessler, T., Schlosberg, A., Shekel, T., Vispute, S., Vu, M., Wellenius, G., Williams, B. & Wilson, R. J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>arXiv [cs.CR] (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.science.org/doi/10.1126/science.abc5096" title="Assessing the impact of coordinated COVID-19 exit strategies across Europe" class="g-h-expansion-panels__item-link"> Assessing the impact of coordinated COVID-19 exit strategies across Europe </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ruktanonchai, N. W., Floyd, J. R., Lai, S., Ruktanonchai, C. W., Sadilek, A., Rente-Lourenco, P., Ben, X., Carioli, A., Gwinn, J., Steele, J. E., Prosper, O., Schneider, A., Oplinger, A., Eastham, P. & Tatem, A. J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Science 369, 1465–1470 (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41746-020-0222-x" title="Lymelight: forecasting Lyme disease risk using web search data" class="g-h-expansion-panels__item-link"> Lymelight: forecasting Lyme disease risk using web search data </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Sadilek, A., Hswen, Y., Bavadekar, S., Shekel, T., Brownstein, J. S. & Gabrilovich, E.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>npj Digital Medicine 3, 1–12 (2020).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41467-019-12809-y" title="Hierarchical organization of urban mobility and its connection with city livability" class="g-h-expansion-panels__item-link"> Hierarchical organization of urban mobility and its connection with city livability </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Bassolas, A., Barbosa-Filho, H., Dickinson, B., Dotiwalla, X., Eastham, P., Gallotti, R., Ghoshal, G., Gipson, B., Hazarie, S. A., Kautz, H., Kucuktunc, O., Lieber, A., Sadilek, A., & Ramasco, J. J.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Commun. 10, 4817 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41746-018-0045-1" title="Machine-learned epidemiology: real-time detection of foodborne illness at scale" class="g-h-expansion-panels__item-link"> Machine-learned epidemiology: real-time detection of foodborne illness at scale </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Sadilek, A., Caty, S., DiPrete, L., Mansour, R., Schenk Jr., T., Bergtholdt, M., Jha, A., Ramaswami P., & Gabrilovich E.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>npj Digital Med 1, 36 (2018).</p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--radiology" data-event-label="publications-radiology" data-id="radiology"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-18"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> Radiology </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-18"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://research.google/blog/taking-medical-imaging-embeddings-3d/" title="Taking medical imaging embeddings 3D" class="g-h-expansion-panels__item-link"> Taking medical imaging embeddings 3D </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Atilla Kiraly & Madeleine Traverse</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 21-Oct-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.research.google/2024/03/computer-aided-diagnosis-for-lung.html" title="Computer-aided diagnosis for lung cancer screening" class="g-h-expansion-panels__item-link"> Computer-aided diagnosis for lung cancer screening </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Atilla Kiraly & Rory Pilgrim</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 20-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/google-ai-india-early-disease-detection/" title="How AI supports early disease detection in India" class="g-h-expansion-panels__item-link"> How AI supports early disease detection in India </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Shravya Shetty</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 19-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/how-ai-is-helping-advance-womens-health-around-the-world/" title="How AI is helping advance women’s health around the world" class="g-h-expansion-panels__item-link"> How AI is helping advance women’s health around the world </a> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 8-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/intl/en-africa/company-news/5-ways-google-is-accelerating-health-ai-innovation-in-africa/" title="5 ways Google is accelerating Health AI innovation in Africa" class="g-h-expansion-panels__item-link"> 5 ways Google is accelerating Health AI innovation in Africa </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Yossi Matias & Shravya Shetty</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Africa Blog | 31-Oct-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/around-the-globe/google-asia/7-ways-google-health-is-improving-outcomes-in-asia-pacific/" title="7 ways Google Health is improving outcomes in Asia Pacific" class="g-h-expansion-panels__item-link"> 7 ways Google Health is improving outcomes in Asia Pacific </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 18-Jul-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.tensorflow.org/2023/06/on-device-fetal-ultrasound-assessment-with-tensorflow-lite.html" title="On-device fetal ultrasound assessment with TensorFlow Lite" class="g-h-expansion-panels__item-link"> On-device fetal ultrasound assessment with TensorFlow Lite </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Angelica Willis & Akib Uddin</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>TensorFlow Blog | 20-Jun-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/intl/en-africa/company-news/6-ways-google-is-working-with-ai-in-africa/" title="6 ways Google is working with AI in Africa" class="g-h-expansion-panels__item-link"> 6 ways Google is working with AI in Africa </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Perry Nelson & Aisha Walcott-Bryant</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Africa Blog | 1-Jun-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/ai-llm-medpalm-research-thecheckup/" title="Our latest health AI research updates" class="g-h-expansion-panels__item-link"> Our latest health AI research updates </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Greg Corrado & Yossi Matias</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 14-Mar-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.blog.google/technology/ai/7-ways-google-is-using-ai-to-help-solve-societys-challenges/" title="7 ways Google is using AI to help solve society's challenges" class="g-h-expansion-panels__item-link"> 7 ways Google is using AI to help solve society's challenges </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Katie Malczyk</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 17-Jan-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/ai/icad-partnership-breast-cancer-screening/" title="Partnering with iCAD to improve breast cancer screening" class="g-h-expansion-panels__item-link"> Partnering with iCAD to improve breast cancer screening </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Greg Corrado</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 28-Nov-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/how-ai-can-help-in-the-fight-against-breast-cancer/" title="How AI can help in the fight against breast cancer" class="g-h-expansion-panels__item-link"> How AI can help in the fight against breast cancer </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Nicole Linton</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 21-Oct-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2022/07/simplified-transfer-learning-for-chest.html" title="Simplified Transfer Learning for Chest Radiography Model Development" class="g-h-expansion-panels__item-link"> Simplified Transfer Learning for Chest Radiography Model Development </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Akib Uddin & Andrew Sellergren</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 19-Jul-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/check-up-ai-developments-2022/" title="The Check Up: our latest health AI developments" class="g-h-expansion-panels__item-link"> The Check Up: our latest health AI developments </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Greg Corrado</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 24-Mar-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://japan.googleblog.com/2021/11/google-ai.html" title="Mammography collaboration in Japan" class="g-h-expansion-panels__item-link"> Mammography collaboration in Japan </a> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Japan Blog | 25-Nov-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2021/09/detecting-abnormal-chest-x-rays-using.html" title="Detecting Abnormal Chest X-rays using Deep Learning" class="g-h-expansion-panels__item-link"> Detecting Abnormal Chest X-rays using Deep Learning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Zaid Nabulsi & Po-Hsuan Cameron Chen</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 1-Sep-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/tuberculosis-screening-ai-io-2021/" title="Tackling tuberculosis screening with AI" class="g-h-expansion-panels__item-link"> Tackling tuberculosis screening with AI </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Rory Pilgrim & Shruthi Prabhakara</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 18-May-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/artificial-intelligence-breast-cancer-screening/" title="Using artificial intelligence in breast cancer screening" class="g-h-expansion-panels__item-link"> Using artificial intelligence in breast cancer screening </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Sunny Jansen & Krish Eswaran</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 25-Feb-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/exploring-ai-radiotherapy-planning-mayo-clinic/" title="Exploring AI for radiotherapy planning with Mayo Clinic" class="g-h-expansion-panels__item-link"> Exploring AI for radiotherapy planning with Mayo Clinic </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Cian Hughes</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 29-Oct-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/improving-breast-cancer-screening/" title="Using AI to improve breast cancer screening" class="g-h-expansion-panels__item-link"> Using AI to improve breast cancer screening </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Shravya Shetty & Daniel Tse</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 1-Jan-2020</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://ai.googleblog.com/2019/12/developing-deep-learning-models-for.html" title="Developing Deep Learning Models for Chest X-rays with Adjudicated Image Labels" class="g-h-expansion-panels__item-link"> Developing Deep Learning Models for Chest X-rays with Adjudicated Image Labels </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Dave Steiner & Shravya Shetty</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Research Blog | 3-Dec-2019</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://www.blog.google/technology/health/lung-cancer-prediction/" title="A promising step forward for predicting lung cancer" class="g-h-expansion-panels__item-link"> A promising step forward for predicting lung cancer </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Shravya Shetty</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 20-May-2019</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://ai.nejm.org/doi/full/10.1056/AIoa2400018" title="Prospective multi-site validation of AI to detect tuberculosis and chest X-ray abnormalities" class="g-h-expansion-panels__item-link"> Prospective multi-site validation of AI to detect tuberculosis and chest X-ray abnormalities </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Kazemzadeh, S., Kiraly, A. P., Nabulsi, Z., Sanjase, N., Maimbolwa, M., Shuma, B., Jamshy, S., Chen, C., Agharwal, A., T. Lau, C., Sellergren, A., Golden, D., Yu, J., Wu, E., Matias, Y., Chou, K., Corrado, G. S., Shetty, S., Tse, D., Eswaran, K., Liu, Y., Pilgrim, R., Muyoyeta, M. & Prabhakara, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>NEJM AI 1, (2024). <a href="https://ai.nejm.org/doi/full/10.1056/AIoa2400018">[Free access link]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://academic.oup.com/radadv/article/1/2/umae011/7667296" title="Artificial intelligence as a second reader for screening mammography." class="g-h-expansion-panels__item-link"> Artificial intelligence as a second reader for screening mammography. </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nakai, E., Miyagi, Y., Suzuki, K., Scoccia Pappagallo, A., Kayama, H., Matsuba, T., Yang, L., Xu, S., Kelly, C., Najafi, R., Kohlberger, T., Golden, D., Uddin, A., Nakamura, Y., Kokubu, Y., Takahashi, Y., Ueno, T., Oguchi, M., Ohno, S. & Ledsam, J. R.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Radiology Advances 1, (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://pubs.rsna.org/doi/10.1148/ryai.230079" title="Assistive AI in Lung Cancer Screening: A Retrospective Multinational Study in the United States and Japan" class="g-h-expansion-panels__item-link"> Assistive AI in Lung Cancer Screening: A Retrospective Multinational Study in the United States and Japan </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Kiraly, A. P., Cunningham, C. A., Najafi, R., Nabulsi, Z., Yang, J., Lau, C., Ledsam, J. R., Ye, W., Ardila, D., McKinney, S. M., Pilgrim, R., Liu, Y., Saito, H., Shimamura, Y., Etemadi, M., Melnick, D., Jansen, S., Corrado, G. S., Peng, L., Tse, D., Shetty, S., Prabhakara, S., Naidich, D. P., Beladia, N. & Eswaran, K.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Radiol Artif Intell e230079 (2024).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.frontiersin.org/articles/10.3389/fonc.2023.1137803/full" title="Validation of clinical acceptability of deep-learning-based automated segmentation of organs-at-risk for head-and-neck radiotherapy treatment planning" class="g-h-expansion-panels__item-link"> Validation of clinical acceptability of deep-learning-based automated segmentation of organs-at-risk for head-and-neck radiotherapy treatment planning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Lucido, J. J., DeWees, T. A., Leavitt, T. R., Anand, A., Beltran, C. J., Brooke, M. D., Buroker, J. R., Foote, R. L., Foss, O. R., Gleason, A. M., Hodge, T. L., Hughes, C. O., Hunzeker, A. E., Laack, N. N., Lenz, T. K., Livne, M., Morigami, M., Moseley, D. J., Undahl, L. M., Patel, Y., Tryggestad, E. J., Walker, M. Z., Zverovitch, A. & Patel, S. H.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Front. Oncol. 13, (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2800007" title="Development of a Machine Learning Model for Sonographic Assessment of Gestational Age" class="g-h-expansion-panels__item-link"> Development of a Machine Learning Model for Sonographic Assessment of Gestational Age </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Lee, C., Willis, A., Chen, C., Sieniek, M., Watters, A., Stetson, B., Uddin, A., Wong, J., Pilgrim, R., Chou, K., Tse, D., Shetty, S. & Gomes, R. G.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>JAMA Netw Open 6, e2248685 (2023).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s43856-022-00194-5" title="A mobile-optimized artificial intelligence system for gestational age and fetal malpresentation assessment" class="g-h-expansion-panels__item-link"> A mobile-optimized artificial intelligence system for gestational age and fetal malpresentation assessment </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Gomes, R. G., Vwalika, B., Lee, C., Willis, A., Sieniek, M., Price, J. T., Chen, C., Kasaro, M. P., Taylor, J. A., Stringer, E. M., McKinney, S. M., Sindano, N., Dahl, G. E., Goodnight, W., Gilmer, J., Chi, B. H., Lau, C., Spitz, T., Saensuksopa, T., Liu, K., Tiyasirichokchai, T., Wong, J., Pilgrim, R., Uddin, A., Corrado, G., Peng, L., Chou, K., Tse, D., Stringer, J. S. A. & Shetty, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Communications Medicine 2, 1–9 (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://pubs.rsna.org/doi/10.1148/radiol.212213" title="Deep Learning Detection of Active Pulmonary Tuberculosis at Chest Radiography Matched the Clinical Performance of Radiologists" class="g-h-expansion-panels__item-link"> Deep Learning Detection of Active Pulmonary Tuberculosis at Chest Radiography Matched the Clinical Performance of Radiologists </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Kazemzadeh, S., Yu, J., Jamshy, S., Pilgrim, R., Nabulsi, Z., Chen, C., Beladia, N., Lau, C., McKinney, S. M., Hughes, T., Kiraly, A. P., Kalidindi, S. R., Muyoyeta, M., Malemela, J., Shih, T., Corrado, G. S., Peng, L., Chou, K., Chen, P.-H. C., Liu, Y., Eswaran, K., Tse, D., Shetty, S. & Prabhakara, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Radiology 212213 (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://pubs.rsna.org/doi/10.1148/radiol.212482" title="Simplified Transfer Learning for Chest Radiography Models Using Less Data" class="g-h-expansion-panels__item-link"> Simplified Transfer Learning for Chest Radiography Models Using Less Data </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Sellergren, A. B., Chen, C., Nabulsi, Z., Li, Y., Maschinot, A., Sarna, A., Huang, J., Lau, C., Kalidindi, S. R., Etemadi, M., Garcia-Vicente, F., Melnick, D., Liu, Y., Eswaran, K., Tse, D., Beladia, N., Krishnan, D. & Shetty, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Radiology 212482 (2022).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.medrxiv.org/content/10.1101/2021.12.07.21266421v1" title="Study Design: Validation of clinical acceptability of deep-learning-based automated segmentation of organs-at-risk for head-and-neck radiotherapy treatment planning" class="g-h-expansion-panels__item-link"> Study Design: Validation of clinical acceptability of deep-learning-based automated segmentation of organs-at-risk for head-and-neck radiotherapy treatment planning </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Anand, A., Beltran, C. J., Brooke, M. D., Buroker, J. R., DeWees, T. A., Foote, R. L., Foss, O. R., Hughes, C. O., Hunzeker, A. E., John Lucido, J., Morigami, M., Moseley, D. J., Pafundi, D. H., Patel, S. H., Patel, Y., Ridgway, A. K., Tryggestad, E. J., Wilson, M. Z., Xi, L. & Zverovitch, A.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>medRxiv 2021.12.07.21266421 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41598-021-93967-2" title="Deep learning for distinguishing normal versus abnormal chest radiographs and generalization to two unseen diseases tuberculosis and COVID-19" class="g-h-expansion-panels__item-link"> Deep learning for distinguishing normal versus abnormal chest radiographs and generalization to two unseen diseases tuberculosis and COVID-19 </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nabulsi, Z., Sellergren, A., Jamshy, S., Lau, C., Santos, E., Kiraly, A. P., Ye, W., Yang, J., Pilgrim, R., Kazemzadeh, S., Yu, J., Kalidindi, S. R., Etemadi, M., Garcia-Vicente, F., Melnick, D., Corrado, G. S., Peng, L., Eswaran, K., Tse, D., Beladia, N., Liu, Y., Chen, P.-H. C. & Shetty, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Sci. Rep. 11, 1–15 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.jmir.org/2021/7/e26151" title="Clinically Applicable Segmentation of Head and Neck Anatomy for Radiotherapy: Deep Learning Algorithm Development and Validation Study" class="g-h-expansion-panels__item-link"> Clinically Applicable Segmentation of Head and Neck Anatomy for Radiotherapy: Deep Learning Algorithm Development and Validation Study </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nikolov, S., Blackwell, S., Zverovitch, A., Mendes, R., Livne, M., De Fauw, J., Patel, Y., Meyer, C., Askham, H., Romera-Paredes, B., Kelly, C., Karthikesalingam, A., Chu, C., Carnell, D., Boon, C., D’Souza, D., Moinuddin, S. A., Garie, B., McQuinlan, Y., Ireland, S., Hampton, K., Fuller, K., Montgomery, H., Rees, G., Suleyman, M., Back, T., Hughes, C. O., Ledsam, J. R. & Ronneberger, O.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>J. Med. Internet Res. 23, e26151 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.birpublications.org/doi/10.1259/bjr.20210435" title="Improving reference standards for validation of AI-based radiography" class="g-h-expansion-panels__item-link"> Improving reference standards for validation of AI-based radiography </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Duggan, G. E., Reicher, J. J., Liu, Y., Tse, D. & Shetty, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Br J Radiol. 94, 20210435 (2021).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41586-019-1799-6" title="International evaluation of an AI system for breast cancer screening" class="g-h-expansion-panels__item-link"> International evaluation of an AI system for breast cancer screening </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>McKinney, S. M., Sieniek, M., Godbole, V., Godwin, J., Antropova, N., Ashrafian, H., Back, T., Chesus, M., Corrado, G. S., Darzi, A., Etemadi, M., Garcia-Vicente, F., Gilbert, F. J., Halling-Brown, M., Hassabis, D., Jansen, S., Karthikesalingam, A., Kelly, C. J., King, D., Ledsam, J. R., Melnick, D., Mostofi, H., Peng, L., Reicher, J. J., Romera-Paredes, B., Sidebottom, R., Suleyman, M., Tse, D., Young, K. C., De Fauw, J. & Shetty, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nature 577, 89–94 (2020). <a href="https://rdcu.be/bZMRi" title="readcube">[readcube]</a></p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://pubs.rsna.org/doi/10.1148/radiol.2019191293" title="Chest Radiograph Interpretation with Deep Learning Models: Assessment with Radiologist-adjudicated Reference Standards and Population-adjusted Evaluation" class="g-h-expansion-panels__item-link"> Chest Radiograph Interpretation with Deep Learning Models: Assessment with Radiologist-adjudicated Reference Standards and Population-adjusted Evaluation </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Majkowska, A., Mittal, S., Steiner, D. F., Reicher, J. J., McKinney, S. M., Duggan, G. E., Eswaran, K., Cameron Chen, P.-H., Liu, Y., Kalidindi, S. R., Ding, A., Corrado, G. S., Tse, D. & Shetty, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Radiology 191293 (2019).</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--publications"> Publications </p> <a href="https://www.nature.com/articles/s41591-019-0447-x" title="End-to-end lung cancer screening with three-dimensional deep learning on low-dose chest computed tomography" class="g-h-expansion-panels__item-link"> End-to-end lung cancer screening with three-dimensional deep learning on low-dose chest computed tomography </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Ardila, D., Kiraly, A. P., Bharadwaj, S., Choi, B., Reciher, J. J., Peng, L., Tse, D., Etemadi, M., Ye, W., Corrado, G., Naidich, D. P., Shetty, S.</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Nat. Med. 25, 954–961 (2019). <a href="https://rdcu.be/bDpp1" title="readcube">[readcube]</a></p> </div> </li> </ul> </div> </div> <div class="expansion-panel-track-js glue-expansion-panel g-h-publication g-h-publication--youtube" data-event-label="publications-youtube" data-id="youtube"> <div class="glue-expansion-panel-toggle" data-glue-expansion-panel-toggle-for="panel-19"> <p class="glue-headline glue-headline--headline-4 glue-expansion-panel__button-header"> YouTube </p> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__button-arrow"> <use xlink:href="#expand-more"></use> </svg> </div> <div class="glue-expansion-panel-content" id="panel-19"> <ul class="g-h-expansion-panels__list"> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://blog.youtube/search/?domain=youtube&tags=youtube-health&order=newest" title="Youtube Official Blog"> Youtube Official Blog</a>] </span> </p> <a href="https://blog.youtube/inside-youtube/ai-tools-high-quality-health-content/" title="Exploring how AI tools can help increase high-quality health content" class="g-h-expansion-panels__item-link"> Exploring how AI tools can help increase high-quality health content </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Garth Graham & Viknesh Sounderajah</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>YouTube Official Blog | 23-Oct-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://blog.youtube/search/?domain=youtube&tags=youtube-health" title="Google Keyword Blog">Youtube Official Blog</a>] </span> </p> <a href="https://blog.google/technology/health/google-ai-health-information/" title="How we’re using AI to connect people to health information" class="g-h-expansion-panels__item-link"> How we’re using AI to connect people to health information </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 19-Mar-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/inside-youtube/safer-internet-day-2024/" title="Safer Internet Day: Supporting teen mental health and wellbeing on YouTube" class="g-h-expansion-panels__item-link"> Safer Internet Day: Supporting teen mental health and wellbeing on YouTube </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by The YouTube Team</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog | 6-Feb-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/news-and-events/first-aid-information-on-youtube-search/" title="Elevating first aid information on YouTube search" class="g-h-expansion-panels__item-link"> Elevating first aid information on YouTube search </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Garth Graham</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog | 10-Jan-2024</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/youtube-ai-health-content-quality/" title="How AI helps make public health truly public" class="g-h-expansion-panels__item-link"> How AI helps make public health truly public </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Garth Graham</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog | 14-Dec-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/inside-youtube/continued-support-for-teen-wellbeing-and-mental-health-on-youtube/" title="Continued support for teen wellbeing and mental health on YouTube" class="g-h-expansion-panels__item-link"> Continued support for teen wellbeing and mental health on YouTube </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by James Beser</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog | 2-Nov-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/news-and-events/expanding-equitable-access-to-health-information-on-youtube/" title="Expanding equitable access to health information on YouTube" class="g-h-expansion-panels__item-link"> Expanding equitable access to health information on YouTube </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Garth Graham</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog | 7-Sep-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts <span class="text-transform-none g-h-expansion-panels__item-description"> [more at <a href="https://blog.youtube/search/?domain=youtube&tags=youtube-health" title="Youtube Official Blog">Youtube Official Blog</a>] </span> </p> <a href="https://blog.youtube/inside-youtube/a-long-term-vision-for-medical-misinformation-policies/" title="A long term vision for YouTube’s medical misinformation policies" class="g-h-expansion-panels__item-link"> A long term vision for YouTube’s medical misinformation policies </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>15-Aug-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/news-and-events/new-ways-for-uk-licensed-healthcare-professionals-to-reach-viewers-on-youtube/" title="New ways for UK licensed healthcare professionals to reach viewers on YouTube" class="g-h-expansion-panels__item-link"> New ways for UK licensed healthcare professionals to reach viewers on YouTube </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>12-Jun-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/news-and-events/mental-health-day-of-action-2023/" title="Mental Health Action Day: Small steps to support your mental health" class="g-h-expansion-panels__item-link"> Mental Health Action Day: Small steps to support your mental health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>15-May-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/news-and-events/an-updated-approach-to-eating-disorder-related-content/" title="An updated approach to eating disorder-related content" class="g-h-expansion-panels__item-link"> An updated approach to eating disorder-related content </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Garth Graham</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog | 18-Apr-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/news-and-events/finding-connection-and-support-world-mental-health-day/" title="Finding connection and support this World Mental Health Day" class="g-h-expansion-panels__item-link"> Finding connection and support this World Mental Health Day </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Jessica DiVento Dzuban</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog | 7-Oct-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/news-and-events/harvard-medical-school-continuing-medical-education-credit/" title="Expanding clinicians’ access to Continuing Education" class="g-h-expansion-panels__item-link"> Expanding clinicians’ access to Continuing Education </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Garth Graham</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog | 1-Mar-2023</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/8-things-we-launched-in-2022-to-support-your-health/" title="8 things we launched in 2022 to support your health" class="g-h-expansion-panels__item-link"> 8 things we launched in 2022 to support your health </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Iz Conroy</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 21-Dec-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/news-and-events/new-ways-licensed-healthcare-professionals-product-feature-application/" title="New ways for licensed healthcare professionals to reach people on YouTube" class="g-h-expansion-panels__item-link"> New ways for licensed healthcare professionals to reach people on YouTube </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Garth Graham</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog | 27-Oct-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/news-and-events/answering-the-human-questions-on-your-healthcare-journey/" title="Answering the human questions: How we’re putting patient voices front and center" class="g-h-expansion-panels__item-link"> Answering the human questions: How we’re putting patient voices front and center </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Garth Graham</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog | 28–Sep-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/health-equity-summit-2022/" title="Our work toward health equity" class="g-h-expansion-panels__item-link"> Our work toward health equity </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Ivor Horn</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 12-Sep-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/news-and-events/the-iq-health-equity-kaiser-family-foundation/" title="Introducing THE-IQ: tackling health equity with YouTube Health and Kaiser Family Foundation" class="g-h-expansion-panels__item-link"> Introducing THE-IQ: tackling health equity with YouTube Health and Kaiser Family Foundation </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Garth Graham</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog | 12–Sep-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/news-and-events/new-ways-to-answer-your-health-questions-in-the-united-kingdom/" title="New ways to answer your health questions in the United Kingdom" class="g-h-expansion-panels__item-link"> New ways to answer your health questions in the United Kingdom </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Garth Graham</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog | 15-Jun-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.google/technology/health/check-up-consumer-developments-2022/" title="The Check Up: helping people live healthier lives" class="g-h-expansion-panels__item-link"> The Check Up: helping people live healthier lives </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Karen DeSalvo</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Google Keyword Blog | 24-Mar-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/news-and-events/answering-your-health-questions-brazil-india-and-japan/" title="Answering your health questions in Brazil, India, and Japan" class="g-h-expansion-panels__item-link"> Answering your health questions in Brazil, India, and Japan </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Garth Graham</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog | 24-Mar-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/news-and-events/access-to-information-is-a-health-equity-issue/" title="Access to information is a health equity issue. Here’s how YouTube is helping make high quality health information available to everyone" class="g-h-expansion-panels__item-link"> Access to information is a health equity issue. Here’s how YouTube is helping make high quality health information available to everyone </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Garth Graham</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog | 26-Jan-2022</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/news-and-events/doctors-bring-their-expertise-vaccines-youtube/" title="Doctors bring their expertise on vaccines to YouTube" class="g-h-expansion-panels__item-link"> Doctors bring their expertise on vaccines to YouTube </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Garth Graham</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog | 13-Oct-2021</p> </div> </li> <li class="g-h-expansion-panels__item"> <p class="glue-body glue-mod-font-weight-regular glue-mod-spacer-2-bottom g-h-expansion-panels__item-category g-h-expansion-panels__item-category--blogposts"> Blog Posts </p> <a href="https://blog.youtube/news-and-events/introducing-new-ways-help-you-find-answers-your-health-questions/" title="Introducing new ways to help you find answers to your health questions" class="g-h-expansion-panels__item-link"> Introducing new ways to help you find answers to your health questions </a> <div class="g-h-copy g-h-expansion-panels__item-cite glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>by Garth Graham</p> </div> <div class="g-h-copy g-h-expansion-panels__item-caption glue-mod-spacer-2-top glue-mod-spacer-2-bottom"> <p>Youtube Official Blog | 19-Jul-2021</p> </div> </li> </ul> </div> </div> </div> </div> </div> </div> </section> </main> <footer class="glue-footer glue-footer--standard"> <section class="glue-footer__upper"> <section class="glue-social"> <div class="glue-social__group"> <p class="glue-social__title glue-social__title--inline"> Follow us </p> <ul class="glue-social__list glue-no-bullet"> <li class="glue-social__item"> <a class="glue-social__link" href="https://www.youtube.com/playlist?list=PL590L5WQmH8e3dS9CtvRofb0nfdGb-Of9" aria-label="Follow us on YouTube" target="_blank" rel="noopener noreferrer"> <svg role="presentation" aria-hidden="true" class="glue-icon glue-icon--24px glue-icon--social glue-icon--no-padding"> <use xlink:href="#video-youtube"></use> </svg> </a> </li> <li class="glue-social__item"> <a class="glue-social__link" href="https://twitter.com/Googlehealth" aria-label="Follow us on Twitter" target="_blank" rel="noopener noreferrer"> <svg role="presentation" aria-hidden="true" class="glue-icon glue-icon--24px glue-icon--social glue-icon--no-padding"> <use xlink:href="#twitter-x"></use> </svg> </a> </li> <li class="glue-social__item"> <a class="glue-social__link" href="https://www.linkedin.com/showcase/google-health/" aria-label="Follow us on LinkedIn" target="_blank" rel="noopener noreferrer"> <svg role="presentation" aria-hidden="true" class="glue-icon glue-icon--24px glue-icon--social glue-icon--no-padding"> <use xlink:href="#post-linkedin"></use> </svg> </a> </li> </ul> </div> </section> </section> <section class="glue-footer__global"> <div class="glue-footer__logo"> <a href="https://www.google.com/" aria-label="Google"> <svg role="presentation" aria-hidden="true" aria-label="Google" class="glue-footer__logo-img"> <use xlink:href="#google-solid-logo"></use> </svg> </a> </div> <ul class="glue-footer__global-links glue-no-bullet"> <li class="glue-footer__global-links-list-item"> <a class="glue-footer__link" href="https://policies.google.com/privacy" target="_blank" rel="noopener noreferrer">Privacy</a> </li> <li class="glue-footer__global-links-list-item"> <a class="glue-footer__link" href="https://www.google.com/policies/terms/" target="_blank" rel="noopener noreferrer">Terms</a> </li> <li class="glue-footer__global-links-list-item"> <a class="glue-footer__link" href="https://about.google/" target="_blank" rel="noopener noreferrer">About Google</a> </li> <li class="glue-footer__global-links-list-item"> <a class="glue-footer__link" href="https://about.google/products" target="_blank" rel="noopener noreferrer">Google Products</a> </li> <li class="glue-footer__global-links-list-item"> <a class="glue-footer__link" href="/faqs/">FAQs</a> </li> </ul> <ul class="glue-footer__global-links glue-footer__global-links--extra glue-no-bullet"> <li class="glue-footer__global-links-list-item glue-footer__global-links-list-item--extra"> <a class="glue-footer__link glue-footer__link--help" href="https://support.google.com/#topic=7065107" aria-label="Help" target="_blank" rel="noopener noreferrer"> <svg role="presentation" aria-hidden="true" class="glue-icon glue-icon--24px glue-icon--footer"> <use xlink:href="#help"></use> </svg> <span>Help</span> </a> </li> <li class="glue-footer__global-links-list-item glue-footer__global-links-list-item--extra"> <select name="lang-selector" class="glue-footer__lang-dropdown lang-selector"> <option value="/health-research/publications/" selected> English </option> <option value="/intl/es-419_ALL/health-research/publications/"> Español (Latinoamérica) </option> <option value="/intl/es_us/health-research/publications/"> Español (Estados Unidos) </option> <option value="/intl/hi_ALL/health-research/publications/"> हिन्दी </option> <option value="/intl/kn_ALL/health-research/publications/"> ಕನ್ನಡ </option> <option value="/intl/mr_ALL/health-research/publications/"> मराठी </option> <option value="/intl/pt-BR_ALL/health-research/publications/"> Português (Brasil) </option> </select> </li> </ul> </section> </footer> <div class="g-h-assets"> <svg xmlns="http://www.w3.org/2000/svg"> <defs> <svg id="chevron-left" viewBox="0 0 24 24"><path d="M16.41 5.41L15 4l-8 8 8 8 1.41-1.41L9.83 12"></path></svg> <svg id="chevron-right" viewBox="0 0 24 24"><path d="M7.59 18.59L9 20l8-8-8-8-1.41 1.41L14.17 12"></path></svg> <svg id="expand-less" viewBox="0 0 24 24"><path d="M18.59 16.41L20 15l-8-8-8 8 1.41 1.41L12 9.83"></path></svg> <svg id="expand-more" viewBox="0 0 24 24"><path d="M5.41 7.59L4 9l8 8 8-8-1.41-1.41L12 14.17"></path></svg> <svg id="arrow-back" viewBox="0 0 24 24"><path d="M20 11H7.83l5.59-5.59L12 4l-8 8 8 8 1.41-1.41L7.83 13H20v-2z"></path></svg> <svg id="arrow-forward" viewBox="0 0 24 24"><path d="M12 4l-1.41 1.41L16.17 11H4v2h12.17l-5.58 5.59L12 20l8-8-8-8z"></path></svg> <svg id="arrow-upward" viewBox="0 0 24 24"><path d="M4 12l1.41 1.41L11 7.83V20h2V7.83l5.58 5.59L20 12l-8-8-8 8z"></path></svg> <svg id="arrow-downward" viewBox="0 0 24 24"><path d="M20 12l-1.41-1.41L13 16.17V4h-2v12.17l-5.58-5.59L4 12l8 8 8-8z"></path></svg> <svg id="arrow-left" viewBox="0 0 24 24"><path d="M14 7l-5 5 5 5V7z"></path></svg> <svg id="arrow-right" viewBox="0 0 24 24"><path d="M10 17l5-5-5-5v10z"></path></svg> <svg id="arrow-drop-up" viewBox="0 0 24 24"><path d="M7 14l5-5 5 5H7z"></path></svg> <svg id="arrow-drop-down" viewBox="0 0 24 24"><path d="M7 10l5 5 5-5H7z"></path></svg> <svg id="help" viewBox="0 0 24 24"><path d="M12 2C6.48 2 2 6.48 2 12s4.48 10 10 10 10-4.48 10-10S17.52 2 12 2zm1 17h-2v-2h2v2zm2.07-7.75l-.9.92C13.45 12.9 13 13.5 13 15h-2v-.5c0-1.1.45-2.1 1.17-2.83l1.24-1.26c.37-.36.59-.86.59-1.41 0-1.1-.9-2-2-2s-2 .9-2 2H8c0-2.21 1.79-4 4-4s4 1.79 4 4c0 .88-.36 1.68-.93 2.25z"></path></svg> <svg id="menu" viewBox="0 0 24 24"><path d="M3 18h18v-2H3v2zm0-5h18v-2H3v2zm0-7v2h18V6H3z"></path></svg> <svg id="more-vert" viewBox="0 0 24 24"><path d="M12 8c1.1 0 2-.9 2-2s-.9-2-2-2-2 .9-2 2 .9 2 2 2zm0 2c-1.1 0-2 .9-2 2s.9 2 2 2 2-.9 2-2-.9-2-2-2zm0 6c-1.1 0-2 .9-2 2s.9 2 2 2 2-.9 2-2-.9-2-2-2z"></path></svg> <svg id="drive-pdf" viewBox="0 0 24 24"><path d="M7 11.5h1v-1H7v1zM19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zm-9.5 8.5c0 .83-.67 1.5-1.5 1.5H7v2H5.5V9H8c.83 0 1.5.67 1.5 1.5v1zm10-1H17v1h1.5V13H17v2h-1.5V9h4v1.5zm-5 3c0 .83-.67 1.5-1.5 1.5h-2.5V9H13c.83 0 1.5.67 1.5 1.5v3zm-2.5 0h1v-3h-1v3z"></path></svg> <svg id="file-download" viewBox="0 0 24 24"><path d="M4 15h2v3h12v-3h2v3c0 1.1-.9 2-2 2H6c-1.1 0-2-.9-2-2m11.59-8.41L13 12.17V4h-2v8.17L8.41 9.59 7 11l5 5 5-5-1.41-1.41z"></path></svg> <svg id="open-in-new" viewBox="0 0 24 24"><path d="M19 19H5V5h7V3H5a2 2 0 0 0-2 2v14a2 2 0 0 0 2 2h14c1.1 0 2-.9 2-2v-7h-2v7zM14 3v2h3.59l-9.83 9.83 1.41 1.41L19 6.41V10h2V3h-7z"></path></svg> <svg id="phone" viewBox="0 0 24 24"><path d="M16.01 14.46l-2.62 2.62a16.141 16.141 0 0 1-6.5-6.5l2.62-2.62a.98.98 0 0 0 .27-.9L9.13 3.8c-.09-.46-.5-.8-.98-.8H4c-.56 0-1.03.47-1 1.03a17.92 17.92 0 0 0 2.43 8.01 18.08 18.08 0 0 0 6.5 6.5 17.92 17.92 0 0 0 8.01 2.43c.56.03 1.03-.44 1.03-1v-4.15c0-.48-.34-.89-.8-.98l-3.26-.65a.99.99 0 0 0-.9.27z"></path></svg> <svg id="email" viewBox="0 0 24 24"><path d="M20 4H4c-1.1 0-2 .9-2 2v12c0 1.1.9 2 2 2h16c1.1 0 2-.9 2-2V6c0-1.1-.9-2-2-2zm-.8 2L12 10.8 4.8 6h14.4zM4 18V7.87l8 5.33 8-5.33V18H4z"></path></svg> <svg id="instagram" viewBox="0 0 24 24"><path d="M12,0 C15.3,0 15.7,0 17,0 C18.3,0.1 19.1,0.3 19.9,0.6 C20.7,0.9 21.3,1.3 22,2 C22.7,2.7 23.1,3.4 23.3,4.2 C23.6,5 23.8,5.8 23.9,7.1 C24,8.3 24,8.7 24,12 C24,15.3 24,15.7 23.9,16.9 C23.8,18.2 23.6,19 23.3,19.8 C23,20.6 22.6,21.2 21.9,21.9 C21.3,22.6 20.6,23 19.8,23.3 C19,23.6 18.2,23.8 16.9,23.9 C15.7,24 15.3,24 12,24 C8.7,24 8.3,24 7,24 C5.7,23.9 4.9,23.7 4.1,23.4 C3.3,23.1 2.7,22.7 2,22 C1.3,21.3 0.9,20.6 0.7,19.8 C0.4,19 0.2,18.2 0.1,16.9 C0,15.7 0,15.3 0,12 C0,8.7 0,8.3 0.1,7.1 C0.1,5.8 0.3,4.9 0.6,4.1 C0.9,3.4 1.3,2.7 2,2 C2.7,1.3 3.4,0.9 4.1,0.6 C4.9,0.3 5.8,0.1 7.1,0.1 C8.3,0 8.7,0 12,0 Z M12,2.2 C8.8,2.2 8.4,2.2 7.2,2.2 C6,2.3 5.3,2.5 4.9,2.6 C4.4,2.9 4,3.1 3.5,3.5 C3.1,3.9 2.8,4.3 2.6,4.9 C2.5,5.3 2.3,6 2.3,7.2 C2.2,8.4 2.2,8.8 2.2,12 C2.2,15.2 2.2,15.5 2.3,16.8 C2.3,17.9 2.5,18.6 2.7,19 C2.9,19.6 3.2,20 3.6,20.4 C4,20.8 4.4,21.1 5,21.3 C5.4,21.5 6,21.6 7.2,21.7 C8.4,21.8 8.8,21.8 12,21.8 C15.2,21.8 15.5,21.8 16.8,21.7 C17.9,21.7 18.6,21.5 19,21.3 C19.6,21.1 20,20.8 20.4,20.4 C20.8,20 21.1,19.6 21.3,19 C21.5,18.6 21.6,18 21.7,16.8 C21.8,15.6 21.8,15.2 21.8,12 C21.8,8.8 21.8,8.5 21.7,7.2 C21.7,6.1 21.5,5.4 21.3,5 C21.1,4.4 20.8,4 20.4,3.6 C20,3.2 19.6,2.9 19,2.7 C18.6,2.5 18,2.4 16.8,2.3 C15.6,2.2 15.2,2.2 12,2.2 Z M12,5.8 C15.4,5.8 18.2,8.6 18.2,12 C18.2,15.4 15.4,18.2 12,18.2 C8.6,18.2 5.8,15.4 5.8,12 C5.8,8.6 8.6,5.8 12,5.8 Z M12,16 C14.2,16 16,14.2 16,12 C16,9.8 14.2,8 12,8 C9.8,8 8,9.8 8,12 C8,14.2 9.8,16 12,16 Z M18.4,7 C17.6268014,7 17,6.37319865 17,5.6 C17,4.82680135 17.6268014,4.2 18.4,4.2 C19.1731986,4.2 19.8,4.82680135 19.8,5.6 C19.8,6.37319865 19.1731986,7 18.4,7 Z"></path></svg> <svg id="link" viewBox="0 0 24 24"><path d="M17 7h-4v2h4c1.65 0 3 1.35 3 3s-1.35 3-3 3h-4v2h4c2.76 0 5-2.24 5-5s-2.24-5-5-5zm-6 8H7c-1.65 0-3-1.35-3-3s1.35-3 3-3h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-2z"></path><path d="M8 11h8v2H8z"></path></svg> <svg id="post-blogger" viewBox="0 0 24 24"><path d="M20 2H4c-1.1 0-1.99.9-1.99 2L2 20c0 1.1.9 2 2 2h16c1.1 0 2-.9 2-2V4c0-1.1-.9-2-2-2zm-4 7v1c0 .55.45 1 1 1s1 .45 1 1v3c0 1.66-1.34 3-3 3H9c-1.66 0-3-1.34-3-3V8c0-1.66 1.34-3 3-3h4c1.66 0 3 1.34 3 3v1zm-6.05 1h2.6c.55 0 1-.45 1-1s-.45-1-1-1h-2.6c-.55 0-1 .45-1 1s.45 1 1 1zM14 13H9.95c-.55 0-1 .45-1 1s.45 1 1 1H14c.55 0 1-.45 1-1s-.45-1-1-1z"></path></svg> <svg id="post-facebook" viewBox="0 0 24 24"><path d="M20 2H4c-1.1 0-1.99.9-1.99 2L2 20c0 1.1.9 2 2 2h16c1.1 0 2-.9 2-2V4c0-1.1-.9-2-2-2zm-1 2v3h-2c-.55 0-1 .45-1 1v2h3v3h-3v7h-3v-7h-2v-3h2V7.5C13 5.57 14.57 4 16.5 4H19z"></path></svg> <svg id="post-linkedin" viewBox="0 0 24 24"><path d="M20 2H4c-1.1 0-1.99.9-1.99 2L2 20c0 1.1.9 2 2 2h16c1.1 0 2-.9 2-2V4c0-1.1-.9-2-2-2zM8 19H5v-9h3v9zM6.5 8.31c-1 0-1.81-.81-1.81-1.81S5.5 4.69 6.5 4.69s1.81.81 1.81 1.81S7.5 8.31 6.5 8.31zM19 19h-3v-5.3c0-.83-.67-1.5-1.5-1.5s-1.5.67-1.5 1.5V19h-3v-9h3v1.2c.52-.84 1.59-1.4 2.5-1.4 1.93 0 3.5 1.57 3.5 3.5V19z"></path></svg> <svg id="share" viewBox="0 0 24 24"><path d="M18 16c-.79 0-1.5.31-2.03.81L8.91 12.7c.05-.23.09-.46.09-.7s-.04-.47-.09-.7l7.05-4.11c.53.5 1.25.81 2.04.81 1.66 0 3-1.34 3-3s-1.34-3-3-3-3 1.34-3 3c0 .24.04.48.09.7L8.04 9.81C7.5 9.31 6.79 9 6 9c-1.66 0-3 1.34-3 3s1.34 3 3 3c.79 0 1.5-.31 2.04-.81l7.05 4.12c-.05.22-.09.45-.09.69 0 1.66 1.34 3 3 3s3-1.34 3-3-1.34-3-3-3zm0-12c.55 0 1 .45 1 1s-.45 1-1 1-1-.45-1-1 .45-1 1-1zM6 13c-.55 0-1-.45-1-1s.45-1 1-1 1 .45 1 1-.45 1-1 1zm12 7c-.55 0-1-.45-1-1s.45-1 1-1 1 .45 1 1-.45 1-1 1z"></path></svg> <svg id="twitter" viewBox="0 0 24 24"><path d="M7.5,21.8c9.1,0,14-7.5,14-14c0-0.2,0-0.4,0-0.6c1-0.7,1.8-1.6,2.5-2.5c-0.9,0.4-1.8,0.7-2.8,0.8c1-0.6,1.8-1.6,2.2-2.7 c-1,0.6-2,1-3.1,1.2c-0.9-1-2.2-1.6-3.6-1.6c-2.7,0-4.9,2.2-4.9,4.9c0,0.4,0,0.8,0.1,1.1C7.7,8.1,4.1,6.1,1.7,3.1 C1.2,3.9,1,4.7,1,5.6c0,1.7,0.9,3.2,2.2,4.1C2.4,9.7,1.6,9.5,1,9.1c0,0,0,0,0,0.1c0,2.4,1.7,4.4,4,4.8c-0.4,0.1-0.8,0.2-1.3,0.2 c-0.3,0-0.6,0-0.9-0.1c0.6,2,2.4,3.4,4.6,3.4c-1.7,1.3-3.8,2.1-6.1,2.1c-0.4,0-0.8,0-1.2-0.1C2.2,20.9,4.8,21.8,7.5,21.8"></path></svg> <svg id="video-youtube" viewBox="0 0 24 24"><path d="M23.74 7.1s-.23-1.65-.95-2.37c-.91-.96-1.93-.96-2.4-1.02C17.04 3.47 12 3.5 12 3.5s-5.02-.03-8.37.21c-.46.06-1.48.06-2.39 1.02C.52 5.45.28 7.1.28 7.1S.04 9.05 0 10.98V13c.04 1.94.28 3.87.28 3.87s.24 1.65.96 2.38c.91.95 2.1.92 2.64 1.02 1.88.18 7.91.22 8.12.22 0 0 5.05.01 8.4-.23.46-.06 1.48-.06 2.39-1.02.72-.72.96-2.37.96-2.37s.24-1.94.25-3.87v-2.02c-.02-1.93-.26-3.88-.26-3.88zM9.57 15.5V8.49L16 12.13 9.57 15.5z"></path></svg> <svg id="video-youtube-white" viewBox="0 0 24 24"><path fill="#fff" d="M23.74 7.1s-.23-1.65-.95-2.37c-.91-.96-1.93-.96-2.4-1.02C17.04 3.47 12 3.5 12 3.5s-5.02-.03-8.37.21c-.46.06-1.48.06-2.39 1.02C.52 5.45.28 7.1.28 7.1S.04 9.05 0 10.98V13c.04 1.94.28 3.87.28 3.87s.24 1.65.96 2.38c.91.95 2.1.92 2.64 1.02 1.88.18 7.91.22 8.12.22 0 0 5.05.01 8.4-.23.46-.06 1.48-.06 2.39-1.02.72-.72.96-2.37.96-2.37s.24-1.94.25-3.87v-2.02c-.02-1.93-.26-3.88-.26-3.88zM9.57 15.5V8.49L16 12.13 9.57 15.5z"></path></svg> <svg id="video-youtube-black" viewBox="0 0 24 24"><path fill="#000" d="M23.74 7.1s-.23-1.65-.95-2.37c-.91-.96-1.93-.96-2.4-1.02C17.04 3.47 12 3.5 12 3.5s-5.02-.03-8.37.21c-.46.06-1.48.06-2.39 1.02C.52 5.45.28 7.1.28 7.1S.04 9.05 0 10.98V13c.04 1.94.28 3.87.28 3.87s.24 1.65.96 2.38c.91.95 2.1.92 2.64 1.02 1.88.18 7.91.22 8.12.22 0 0 5.05.01 8.4-.23.46-.06 1.48-.06 2.39-1.02.72-.72.96-2.37.96-2.37s.24-1.94.25-3.87v-2.02c-.02-1.93-.26-3.88-.26-3.88zM9.57 15.5V8.49L16 12.13 9.57 15.5z"></path><polygon fill="#fff" points="9.6,15.5 9.6,8.5 16,12.1 "></polygon></svg> <svg id="video-youtube-red" viewBox="0 0 24 24"><path fill="#f00" d="M23.74 7.1s-.23-1.65-.95-2.37c-.91-.96-1.93-.96-2.4-1.02C17.04 3.47 12 3.5 12 3.5s-5.02-.03-8.37.21c-.46.06-1.48.06-2.39 1.02C.52 5.45.28 7.1.28 7.1S.04 9.05 0 10.98V13c.04 1.94.28 3.87.28 3.87s.24 1.65.96 2.38c.91.95 2.1.92 2.64 1.02 1.88.18 7.91.22 8.12.22 0 0 5.05.01 8.4-.23.46-.06 1.48-.06 2.39-1.02.72-.72.96-2.37.96-2.37s.24-1.94.25-3.87v-2.02c-.02-1.93-.26-3.88-.26-3.88zM9.57 15.5V8.49L16 12.13 9.57 15.5z"></path><polygon fill="#fff" points="9.6,15.5 9.6,8.5 16,12.1 "></polygon></svg> <svg id="video-youtube-white" viewBox="0 0 24 24"><path fill="#fff" d="M23.74 7.1s-.23-1.65-.95-2.37c-.91-.96-1.93-.96-2.4-1.02C17.04 3.47 12 3.5 12 3.5s-5.02-.03-8.37.21c-.46.06-1.48.06-2.39 1.02C.52 5.45.28 7.1.28 7.1S.04 9.05 0 10.98V13c.04 1.94.28 3.87.28 3.87s.24 1.65.96 2.38c.91.95 2.1.92 2.64 1.02 1.88.18 7.91.22 8.12.22 0 0 5.05.01 8.4-.23.46-.06 1.48-.06 2.39-1.02.72-.72.96-2.37.96-2.37s.24-1.94.25-3.87v-2.02c-.02-1.93-.26-3.88-.26-3.88zM9.57 15.5V8.49L16 12.13 9.57 15.5z"></path></svg> <svg id="close" viewBox="0 0 24 24"><path d="M19 6.41L17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12 19 6.41z"></path></svg> <svg id="expand-all" viewBox="0 0 24 24"><path d="M16.59 9.41L18 8l-6-6-6 6 1.41 1.41L12 4.83l4.59 4.58zM12 19.17l-4.59-4.58L6 16l6 6 6-6-1.41-1.41L12 19.17z"></path></svg> <svg id="play-circle-filled" viewBox="0 0 24 24"><path d="M12 2C6.48 2 2 6.48 2 12s4.48 10 10 10 10-4.48 10-10S17.52 2 12 2zm-2 14.5v-9l6 4.5-6 4.5z"></path></svg> <svg id="search" viewBox="0 0 24 24"><path d="M20.49 19l-5.73-5.73C15.53 12.2 16 10.91 16 9.5A6.5 6.5 0 1 0 9.5 16c1.41 0 2.7-.47 3.77-1.24L19 20.49 20.49 19zM5 9.5C5 7.01 7.01 5 9.5 5S14 7.01 14 9.5 11.99 14 9.5 14 5 11.99 5 9.5z"></path></svg> <svg id="google-color-logo" viewBox="0 0 74 24"><path fill="#4285F4" d="M9.24 8.19v2.46h5.88c-.18 1.38-.64 2.39-1.34 3.1-.86.86-2.2 1.8-4.54 1.8-3.62 0-6.45-2.92-6.45-6.54s2.83-6.54 6.45-6.54c1.95 0 3.38.77 4.43 1.76L15.4 2.5C13.94 1.08 11.98 0 9.24 0 4.28 0 .11 4.04.11 9s4.17 9 9.13 9c2.68 0 4.7-.88 6.28-2.52 1.62-1.62 2.13-3.91 2.13-5.75 0-.57-.04-1.1-.13-1.54H9.24z"></path><path fill="#EA4335" d="M25 6.19c-3.21 0-5.83 2.44-5.83 5.81 0 3.34 2.62 5.81 5.83 5.81s5.83-2.46 5.83-5.81c0-3.37-2.62-5.81-5.83-5.81zm0 9.33c-1.76 0-3.28-1.45-3.28-3.52 0-2.09 1.52-3.52 3.28-3.52s3.28 1.43 3.28 3.52c0 2.07-1.52 3.52-3.28 3.52z"></path><path fill="#4285F4" d="M53.58 7.49h-.09c-.57-.68-1.67-1.3-3.06-1.3C47.53 6.19 45 8.72 45 12c0 3.26 2.53 5.81 5.43 5.81 1.39 0 2.49-.62 3.06-1.32h.09v.81c0 2.22-1.19 3.41-3.1 3.41-1.56 0-2.53-1.12-2.93-2.07l-2.22.92c.64 1.54 2.33 3.43 5.15 3.43 2.99 0 5.52-1.76 5.52-6.05V6.49h-2.42v1zm-2.93 8.03c-1.76 0-3.1-1.5-3.1-3.52 0-2.05 1.34-3.52 3.1-3.52 1.74 0 3.1 1.5 3.1 3.54.01 2.03-1.36 3.5-3.1 3.5z"></path><path fill="#FBBC05" d="M38 6.19c-3.21 0-5.83 2.44-5.83 5.81 0 3.34 2.62 5.81 5.83 5.81s5.83-2.46 5.83-5.81c0-3.37-2.62-5.81-5.83-5.81zm0 9.33c-1.76 0-3.28-1.45-3.28-3.52 0-2.09 1.52-3.52 3.28-3.52s3.28 1.43 3.28 3.52c0 2.07-1.52 3.52-3.28 3.52z"></path><path fill="#34A853" d="M58 .24h2.51v17.57H58z"></path><path fill="#EA4335" d="M68.26 15.52c-1.3 0-2.22-.59-2.82-1.76l7.77-3.21-.26-.66c-.48-1.3-1.96-3.7-4.97-3.7-2.99 0-5.48 2.35-5.48 5.81 0 3.26 2.46 5.81 5.76 5.81 2.66 0 4.2-1.63 4.84-2.57l-1.98-1.32c-.66.96-1.56 1.6-2.86 1.6zm-.18-7.15c1.03 0 1.91.53 2.2 1.28l-5.25 2.17c0-2.44 1.73-3.45 3.05-3.45z"></path></svg> <svg id="google-solid-logo" viewBox="0 0 74 24"><path d="M9.24 8.19v2.46h5.88c-.18 1.38-.64 2.39-1.34 3.1-.86.86-2.2 1.8-4.54 1.8-3.62 0-6.45-2.92-6.45-6.54s2.83-6.54 6.45-6.54c1.95 0 3.38.77 4.43 1.76L15.4 2.5C13.94 1.08 11.98 0 9.24 0 4.28 0 .11 4.04.11 9s4.17 9 9.13 9c2.68 0 4.7-.88 6.28-2.52 1.62-1.62 2.13-3.91 2.13-5.75 0-.57-.04-1.1-.13-1.54H9.24zm15.76-2c-3.21 0-5.83 2.44-5.83 5.81 0 3.34 2.62 5.81 5.83 5.81s5.83-2.46 5.83-5.81c0-3.37-2.62-5.81-5.83-5.81zm0 9.33c-1.76 0-3.28-1.45-3.28-3.52 0-2.09 1.52-3.52 3.28-3.52s3.28 1.43 3.28 3.52c0 2.07-1.52 3.52-3.28 3.52zm28.58-8.03h-.09c-.57-.68-1.67-1.3-3.06-1.3C47.53 6.19 45 8.72 45 12c0 3.26 2.53 5.81 5.43 5.81 1.39 0 2.49-.62 3.06-1.32h.09v.81c0 2.22-1.19 3.41-3.1 3.41-1.56 0-2.53-1.12-2.93-2.07l-2.22.92c.64 1.54 2.33 3.43 5.15 3.43 2.99 0 5.52-1.76 5.52-6.05V6.49h-2.42v1zm-2.93 8.03c-1.76 0-3.1-1.5-3.1-3.52 0-2.05 1.34-3.52 3.1-3.52 1.74 0 3.1 1.5 3.1 3.54.01 2.03-1.36 3.5-3.1 3.5zM38 6.19c-3.21 0-5.83 2.44-5.83 5.81 0 3.34 2.62 5.81 5.83 5.81s5.83-2.46 5.83-5.81c0-3.37-2.62-5.81-5.83-5.81zm0 9.33c-1.76 0-3.28-1.45-3.28-3.52 0-2.09 1.52-3.52 3.28-3.52s3.28 1.43 3.28 3.52c0 2.07-1.52 3.52-3.28 3.52zM58 .24h2.51v17.57H58zm10.26 15.28c-1.3 0-2.22-.59-2.82-1.76l7.77-3.21-.26-.66c-.48-1.3-1.96-3.7-4.97-3.7-2.99 0-5.48 2.35-5.48 5.81 0 3.26 2.46 5.81 5.76 5.81 2.66 0 4.2-1.63 4.84-2.57l-1.98-1.32c-.66.96-1.56 1.6-2.86 1.6zm-.18-7.15c1.03 0 1.91.53 2.2 1.28l-5.25 2.17c0-2.44 1.73-3.45 3.05-3.45z"></path></svg> <svg id="twitter-x" viewBox="0 0 24 24"><path d="M13.9,10.5L21.1,2h-1.7l-6.3,7.4L8,2H2.2l7.6,11.1L2.2,22h1.7l6.7-7.8L16,22h5.8L13.9,10.5L13.9,10.5z M11.5,13.2l-0.8-1.1 L4.6,3.3h2.7l5,7.1l0.8,1.1l6.5,9.2h-2.7L11.5,13.2L11.5,13.2z"><path/></svg> <svg id="error" viewBox="0 0 24 24"><path d="M12 2C6.48 2 2 6.48 2 12s4.48 10 10 10 10-4.48 10-10S17.52 2 12 2zm1 15h-2v-2h2v2zm0-4h-2V7h2v6z"></path></svg> </defs> </svg> </div> <script src="https://www.gstatic.com/external_hosted/picturefill/picturefill.min.js" nonce="DEaJZ8aj5_v-2VWHClV_zg"></script> <script src="https://ajax.googleapis.com/ajax/libs/hammerjs/2.0.8/hammer.min.js" nonce="DEaJZ8aj5_v-2VWHClV_zg"></script> <script src="/static/js/index.min.js?cache=7db966f" nonce="DEaJZ8aj5_v-2VWHClV_zg"></script> <script src="https://www.gstatic.com/glue/cookienotificationbar/cookienotificationbar.min.js" data-glue-cookie-notification-bar-category="2B" data-glue-cookie-notification-bar-language="en" data-glue-cookie-notification-bar-site-id="health.google" nonce="DEaJZ8aj5_v-2VWHClV_zg"> </script> </body> </html>

CINXE.COM

Health Research Publications - Google Health