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Shashank Agarwal
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<ul class="glue-header__list"> <li class="glue-header__item js-sub-nav-parent --parent" data-gt-primary="Who we are" > <button class="glue-header__link js-sub-nav-target" aria-haspopup="true" aria-expanded="false" > <span class=""> Who we are <span class="icon icon--caret"></span> </span> </button> <div class="navigation__sub js-sub-nav" role="menu"> <div class="navigation__sub__container"> <div class="navigation__sub__mobile-heading"> <button class="glue-header__link js-sub-nav-close-mobile"> <span class="sr-text">Back to</span> <span class="icon icon--caret"></span> Who we are <span class="sr-text">menu</span> </button> <hr/> </div> <div class="block-nav_drawer_columns_content"> <div class="navigation__sub--content" data-gt-secondary="Defining the technology of today and tomorrow."> <div class="navigation__sub__wrapper"> <div class="navigation__sub__heading"> <h2 class="headline-3">Defining the technology of today and tomorrow.</h2> </div> <ul class="navigation__sub__columns"> <li data-gt-secondary="Philosophy"> <div class="navigation__sub__columns__desktop"> <h2 class="headline-6 navigation__sub__columns__heading"> Philosophy </h2> <p class="navigation__sub__columns__description caption">We strive to create an environment conducive to many different types of research across many different time scales and levels of risk.</p> <a href="http://research.google/philosophy/" class="glue-inline-link js-drawer-link" > <span class="sr-text">Learn more about our Philosophy</span> <span aria-hidden="true">Learn more</span> </a> </div> <div class="navigation__sub__columns__mobile"> <a class="glue-header__link" href="http://research.google/philosophy/" > Philosophy </a> </div> </li> <li data-gt-secondary="People"> <div class="navigation__sub__columns__desktop"> <h2 class="headline-6 navigation__sub__columns__heading"> People </h2> <p class="navigation__sub__columns__description caption">Our researchers drive advancements in computer science through both fundamental and 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class="sr-text">menu</span> </button> <hr/> </div> <div class="block-nav_drawer_columns_link_list"> <div class="navigation__sub--list"> <div class="navigation__sub__wrapper"> <ul class="navigation__sub__columns"> <li data-gt-secondary="Research areas"> <div class="navigation__sub__columns__desktop"> <h2 class="headline-6 navigation__sub__columns__heading">Research areas</h2> <ul> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/" > Explore all research areas </a> </li> </ul> </div> <div class="navigation__sub__columns__mobile"> <button class="glue-header__link js-sub-nav-target" data-panel="nested" role="menuitem" aria-haspopup="true"> Research areas <span class="icon icon--caret"></span> </button> <div class="navigation__nested-sub js-sub-nav-parent"> <div class="navigation__sub__mobile-heading"> <button class="glue-header__link js-sub-nav-close-mobile" role="menuitem" aria-haspopup="true"> <span class="sr-text">Back to</span> <span class="icon icon--caret"></span> Research areas <span class="sr-text">menu</span> </button> <hr/> </div> <ul> <li role="menuitem"> <a href="http://research.google/research-areas/" class="navigation__sub__columns__mobile__link" > Explore all research areas <span> </span> </a> </li> </ul> </div> </div> </li> <li data-gt-secondary="Foundational ML & Algorithms"> <div class="navigation__sub__columns__desktop"> <h2 class="headline-6 navigation__sub__columns__heading">Foundational ML & Algorithms</h2> <ul> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/algorithms-and-theory/" > Algorithms & Theory </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/data-management/" > Data Management </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/data-mining-and-modeling/" > Data Mining & Modeling </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/information-retrieval-and-the-web/" > Information Retrieval & the Web </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/machine-intelligence/" > Machine Intelligence </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/machine-perception/" > Machine Perception </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/machine-translation/" > Machine Translation </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/natural-language-processing/" > Natural Language Processing </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/speech-processing/" > Speech Processing </a> </li> </ul> </div> <div class="navigation__sub__columns__mobile"> <button class="glue-header__link js-sub-nav-target" data-panel="nested" role="menuitem" aria-haspopup="true"> Foundational ML & Algorithms <span class="icon icon--caret"></span> </button> <div class="navigation__nested-sub js-sub-nav-parent"> <div class="navigation__sub__mobile-heading"> <button class="glue-header__link js-sub-nav-close-mobile" role="menuitem" aria-haspopup="true"> <span class="sr-text">Back to</span> <span class="icon icon--caret"></span> Foundational ML & Algorithms <span class="sr-text">menu</span> </button> <hr/> </div> <ul> <li role="menuitem"> <a href="http://research.google/research-areas/algorithms-and-theory/" class="navigation__sub__columns__mobile__link" > Algorithms & Theory <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/data-management/" class="navigation__sub__columns__mobile__link" > Data Management <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/data-mining-and-modeling/" class="navigation__sub__columns__mobile__link" > Data Mining & Modeling <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/information-retrieval-and-the-web/" class="navigation__sub__columns__mobile__link" > Information Retrieval & the Web <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/machine-intelligence/" class="navigation__sub__columns__mobile__link" > Machine Intelligence <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/machine-perception/" class="navigation__sub__columns__mobile__link" > Machine Perception <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/machine-translation/" class="navigation__sub__columns__mobile__link" > Machine Translation <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/natural-language-processing/" class="navigation__sub__columns__mobile__link" > Natural Language Processing <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/speech-processing/" class="navigation__sub__columns__mobile__link" > Speech Processing <span> </span> </a> </li> </ul> </div> </div> </li> <li data-gt-secondary="Computing Systems & Quantum AI"> <div class="navigation__sub__columns__desktop"> <h2 class="headline-6 navigation__sub__columns__heading">Computing Systems & Quantum AI</h2> <ul> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/distributed-systems-and-parallel-computing/" > Distributed Systems & Parallel鈥–omputing </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/hardware-and-architecture/" > Hardware & Architecture </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/mobile-systems/" > Mobile Systems </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/networking/" > Networking </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/quantum-computing/" > Quantum Computing </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/robotics/" > Robotics </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/security-privacy-and-abuse-prevention/" > Security, Privacy, & Abuse鈥≒revention </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/software-engineering/" > Software Engineering </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/software-systems/" > Software Systems </a> </li> </ul> </div> <div class="navigation__sub__columns__mobile"> <button class="glue-header__link js-sub-nav-target" data-panel="nested" role="menuitem" aria-haspopup="true"> Computing Systems & Quantum AI <span class="icon icon--caret"></span> </button> <div class="navigation__nested-sub js-sub-nav-parent"> <div class="navigation__sub__mobile-heading"> <button class="glue-header__link js-sub-nav-close-mobile" role="menuitem" aria-haspopup="true"> <span class="sr-text">Back to</span> <span class="icon icon--caret"></span> Computing Systems & Quantum AI <span class="sr-text">menu</span> </button> <hr/> </div> <ul> <li role="menuitem"> <a href="http://research.google/research-areas/distributed-systems-and-parallel-computing/" class="navigation__sub__columns__mobile__link" > Distributed Systems & Parallel鈥–omputing <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/hardware-and-architecture/" class="navigation__sub__columns__mobile__link" > Hardware & Architecture <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/mobile-systems/" class="navigation__sub__columns__mobile__link" > Mobile Systems <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/networking/" class="navigation__sub__columns__mobile__link" > Networking <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/quantum-computing/" class="navigation__sub__columns__mobile__link" > Quantum Computing <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/robotics/" class="navigation__sub__columns__mobile__link" > Robotics <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/security-privacy-and-abuse-prevention/" class="navigation__sub__columns__mobile__link" > Security, Privacy, & Abuse鈥≒revention <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/software-engineering/" class="navigation__sub__columns__mobile__link" > Software Engineering <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/software-systems/" class="navigation__sub__columns__mobile__link" > Software Systems <span> </span> </a> </li> </ul> </div> </div> </li> <li data-gt-secondary="Science, AI & Society"> <div class="navigation__sub__columns__desktop"> <h2 class="headline-6 navigation__sub__columns__heading">Science, AI & Society</h2> <ul> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/climate-and-sustainability/" > Climate & Sustainability </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/economics-and-electronic-commerce/" > Economics & Electronic Commerce </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/education-innovation/" > Education Innovation </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/general-science/" > General Science </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/health-bioscience/" > Health & Bioscience </a> </li> <li> <a class="navigation__sub__columns__list-link caption js-drawer-link" href="http://research.google/research-areas/human-computer-interaction-and-visualization/" > Human-Computer Interaction and Visualization </a> </li> </ul> </div> <div class="navigation__sub__columns__mobile"> <button class="glue-header__link js-sub-nav-target" data-panel="nested" role="menuitem" aria-haspopup="true"> Science, AI & Society <span class="icon icon--caret"></span> </button> <div class="navigation__nested-sub js-sub-nav-parent"> <div class="navigation__sub__mobile-heading"> <button class="glue-header__link js-sub-nav-close-mobile" role="menuitem" aria-haspopup="true"> <span class="sr-text">Back to</span> <span class="icon icon--caret"></span> Science, AI & Society <span class="sr-text">menu</span> </button> <hr/> </div> <ul> <li role="menuitem"> <a href="http://research.google/research-areas/climate-and-sustainability/" class="navigation__sub__columns__mobile__link" > Climate & Sustainability <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/economics-and-electronic-commerce/" class="navigation__sub__columns__mobile__link" > Economics & Electronic Commerce <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/education-innovation/" class="navigation__sub__columns__mobile__link" > Education Innovation <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/general-science/" class="navigation__sub__columns__mobile__link" > General Science <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/health-bioscience/" class="navigation__sub__columns__mobile__link" > Health & Bioscience <span> </span> </a> </li> <li role="menuitem"> <a href="http://research.google/research-areas/human-computer-interaction-and-visualization/" class="navigation__sub__columns__mobile__link" > Human-Computer Interaction and Visualization <span> </span> </a> </li> </ul> </div> </div> </li> </ul> </div> </div></div> </div> </div> </li> <li class="glue-header__item js-sub-nav-parent --parent" data-gt-primary="Our work" > <button class="glue-header__link js-sub-nav-target" aria-haspopup="true" aria-expanded="false" > <span class=""> Our work <span class="icon icon--caret"></span> </span> </button> <div class="navigation__sub js-sub-nav" role="menu"> <div class="navigation__sub__container"> <div class="navigation__sub__mobile-heading"> <button class="glue-header__link js-sub-nav-close-mobile"> <span class="sr-text">Back to</span> <span class="icon icon--caret"></span> Our work <span class="sr-text">menu</span> </button> <hr/> </div> <div class="block-nav_drawer_columns_content"> <div class="navigation__sub--content" data-gt-secondary=""> <div class="navigation__sub__wrapper"> <ul class="navigation__sub__columns"> <li data-gt-secondary="Projects"> <div class="navigation__sub__columns__desktop"> <h2 class="headline-6 navigation__sub__columns__heading"> Projects </h2> <p class="navigation__sub__columns__description caption">We regularly open-source projects with the broader research community and apply our developments to Google products.</p> <a href="http://research.google/resources/our-projects/" class="glue-inline-link js-drawer-link" > <span class="sr-text">Learn more about our Projects</span> <span aria-hidden="true">Learn more</span> </a> </div> <div class="navigation__sub__columns__mobile"> <a class="glue-header__link" href="http://research.google/resources/our-projects/" > Projects </a> </div> </li> <li data-gt-secondary="Publications"> <div class="navigation__sub__columns__desktop"> <h2 class="headline-6 navigation__sub__columns__heading"> Publications </h2> <p class="navigation__sub__columns__description caption">Publishing our work allows us to share ideas and work collaboratively to advance the field of computer science.</p> <a href="http://research.google/pubs/" class="glue-inline-link js-drawer-link" > <span class="sr-text">Learn more about our Publications</span> <span aria-hidden="true">Learn more</span> </a> </div> <div class="navigation__sub__columns__mobile"> <a class="glue-header__link" href="http://research.google/pubs/" > Publications </a> </div> </li> <li data-gt-secondary="Resources"> <div class="navigation__sub__columns__desktop"> <h2 class="headline-6 navigation__sub__columns__heading"> Resources </h2> <p class="navigation__sub__columns__description caption">We make products, tools, and datasets available to everyone with the goal of building a more collaborative ecosystem.</p> <a href="http://research.google/resources/" class="glue-inline-link js-drawer-link" > <span class="sr-text">Learn more about our Resources</span> <span aria-hidden="true">Learn more</span> </a> </div> <div class="navigation__sub__columns__mobile"> <a class="glue-header__link" href="http://research.google/resources/" > Resources </a> </div> </li> </ul> </div> </div> </div> </div> </div> </li> <li class="glue-header__item 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alt="Shashank Agarwal" class=" basic-hero__person-image "/> </picture> </div> </div> <div class="bhoig__breadcrumb-wrapper glue-grid__col--span-10 glue-grid__col--span-9-md glue-grid__col--span-10-lg"> <nav class="glue-breadcrumbs" aria-label="Breadcrumbs"> <ol class="glue-breadcrumbs__list"> <li class="glue-breadcrumbs__item"> <a class="glue-breadcrumbs__link attribution" href="/">Home</a> <svg role="presentation" aria-hidden="true" class="glue-icon "> <use href="/gr/static/assets/icons/glue-icons.svg#chevron-right"></use> </svg> </li> <li class="glue-breadcrumbs__item"> <a class="glue-breadcrumbs__link attribution" href="/people/">People</a> <svg role="presentation" aria-hidden="true" class="glue-icon "> <use href="/gr/static/assets/icons/glue-icons.svg#chevron-right"></use> </svg> </li> </ol> </nav> </div> <h1 class="headline-1 bhoig__headline glue-grid__col--span-10 glue-grid__col--span-9-md glue-grid__col--span-10-lg">Shashank Agarwal</h1> <div class="basic-hero__description bhoig__description glue-grid__col--span-10 glue-grid__col--span-9-md glue-grid__col--span-10-lg"> Shashank Agarwal completed his PhD in Medical Informatics from <a href="https://uwm.edu/" target="_blank" rel="noopener noreferrer">University of Wisconsin-Milwaukee</a>. His research involved Information Extraction from published literature. <br /><br /> Currently, Shashank works in the Google Health division in the Bay Area where he focuses on developing AI and NLP-based solutions to improve physicians' productivity. </div> <div class="bhoig__cta glue-grid__col--span-10 glue-grid__col--span-9-md glue-grid__col--span-10-lg"> </div> </div> </div> </section> <section class="offset-two-up --research-areas"> <div class="glue-page glue-grid"> <div class="offset-two-up__left-col glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-12-md glue-grid__col--span-3-lg"> <h3 class="offset-two-up__headline headline-3">Research Areas</h3> </div> <div class="glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-12-md glue-grid__col--span-9-lg"> <ul class="card-stack--small nested-glue-grid-override"> <li class="glue-grid__col glue-grid__col--span-6-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue glue-card--small" href="/research-areas/algorithms-and-theory/"> <div class="glue-card__inner"> <div class="glue-card__content"> <div class="content-wrapper"> <p class="glue-headline body js-gt-item-id"> Algorithms and Theory </p> </div> <div class="glue-card__cta glue-card__cta--arrow"> <span class="glue-button glue-button--low-emphasis glue-button--icon"> <svg role="presentation" aria-hidden="true" class="glue-icon "> <use href="/gr/static/assets/icons/glue-icons.svg#arrow-forward"></use> </svg> </span> </div> </div> </div> </a> </li> <li class="glue-grid__col glue-grid__col--span-6-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue glue-card--small" href="/research-areas/data-mining-and-modeling/"> <div class="glue-card__inner"> <div class="glue-card__content"> <div class="content-wrapper"> <p class="glue-headline body js-gt-item-id"> Data Mining and Modeling </p> </div> <div class="glue-card__cta glue-card__cta--arrow"> <span class="glue-button glue-button--low-emphasis glue-button--icon"> <svg role="presentation" aria-hidden="true" class="glue-icon "> <use href="/gr/static/assets/icons/glue-icons.svg#arrow-forward"></use> </svg> </span> </div> </div> </div> </a> </li> <li class="glue-grid__col glue-grid__col--span-6-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue glue-card--small" href="/research-areas/natural-language-processing/"> <div class="glue-card__inner"> <div class="glue-card__content"> <div class="content-wrapper"> <p class="glue-headline body js-gt-item-id"> Natural Language Processing </p> </div> <div class="glue-card__cta glue-card__cta--arrow"> <span class="glue-button glue-button--low-emphasis glue-button--icon"> <svg role="presentation" aria-hidden="true" class="glue-icon "> <use href="/gr/static/assets/icons/glue-icons.svg#arrow-forward"></use> </svg> </span> </div> </div> </div> </a> </li> <li class="glue-grid__col glue-grid__col--span-6-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue glue-card--small" href="/research-areas/software-engineering/"> <div class="glue-card__inner"> <div class="glue-card__content"> <div class="content-wrapper"> <p class="glue-headline body js-gt-item-id"> Software Engineering </p> </div> <div class="glue-card__cta glue-card__cta--arrow"> <span class="glue-button glue-button--low-emphasis glue-button--icon"> <svg role="presentation" aria-hidden="true" class="glue-icon "> <use href="/gr/static/assets/icons/glue-icons.svg#arrow-forward"></use> </svg> </span> </div> </div> </div> </a> </li> </ul> </div> </div> </section> <div class="glue-page heading-tabs-wrapper spacer-03-top"> <span class="--as-h4">Authored Publications</span> </div> <!-- pass these values up to the parent template --> <section class="publication-index filtered-list-base hot-swap-base glue-page theme-light spacer-06-top spacer-06-bottom"> <div class="js-configurable-list glue-grid" data-list-id="publications-index-list" data-search-query-param=""> <div class="filter-wrapper"> <div 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glue-expansion-panels js-gt-filter-wrapper" data-glue-expansion-panels-key="filter-mws" data-glue-expansion-panel-expand-tooltip="Expand this filter category" data-glue-expansion-panel-collapse-tooltip="Collapse this filter category"> <!-- Results header (large viewports) --> <div class="glue-expansion-panels__header"> <h2 class="glue-headline caption" id="modal-label"> Filter by: </h2> <!-- Modal controls --> <div class="glue-filter__modal-controls glue-filter__filter-controls js-gt-filter-clear"> <button class="glue-button glue-button--low-emphasis glue-filter__reset-all" > <span class="js-gt-item-id">Clear</span> </button> </div> <button class="glue-modal__close-btn" title="Close the modal" tabindex="0" aria-label="Close the modal"> </button> </div> <!-- filter panels --> <div class="glue-expansion-panel filter__first-panel"> <h3 class="glue-expansion-panel__toggle"> <span class="glue-expansion-panel__button" id="filter-toggle-type" data-glue-expansion-panel-toggle-for="filter-panel-type"> <span class="glue-expansion-panel__header-text" id="filter-type-label">Publications</span> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__header-arrow"> <use href="/gr/static/assets/icons/glue-icons.svg#arrow-drop-down"></use> </svg> </span> </h3> <!-- panel w/ filter options --> <div class="glue-expansion-panel__content" id="filter-panel-type"> <div> <ul class="glue-filter__category glue-no-bullet" data-glue-filter-category="type" role="list" aria-controls="filter-results" aria-labelledby="filter-type-label"> <li class="glue-filter__category-item js-filter-item js-gt-filter-item"> <div class="mdc-touch-target-wrapper"> <div class="mdc-form-field"> <div class="mdc-checkbox mdc-checkbox--touch glue-checkbox"> <input type="checkbox" class="mdc-checkbox__native-control" id="filter-type-google" name="filter-type-google" value="google" > <div class="mdc-checkbox__background"> <svg class="mdc-checkbox__checkmark" viewBox="0 0 24 24"> <path class="mdc-checkbox__checkmark-path" fill="none" d="M1.73,12.91 8.1,19.28 22.79,4.59"></path> </svg> <div class="mdc-checkbox__mixedmark"></div> </div> <div class="mdc-checkbox__ripple"></div> </div> <label class="filter-option-label" for="filter-type-google"> <span class="js-filter-option-label-text">Google</span> <span class="filter-option-label-count">1</span></label> </div> </div> </li> <li class="glue-filter__category-item js-filter-item js-gt-filter-item"> <div class="mdc-touch-target-wrapper"> <div class="mdc-form-field"> <div class="mdc-checkbox mdc-checkbox--touch glue-checkbox"> <input type="checkbox" class="mdc-checkbox__native-control" id="filter-type-other" name="filter-type-other" value="other" > <div class="mdc-checkbox__background"> <svg class="mdc-checkbox__checkmark" viewBox="0 0 24 24"> <path class="mdc-checkbox__checkmark-path" fill="none" d="M1.73,12.91 8.1,19.28 22.79,4.59"></path> </svg> <div class="mdc-checkbox__mixedmark"></div> </div> <div class="mdc-checkbox__ripple"></div> </div> <label class="filter-option-label" for="filter-type-other"> <span class="js-filter-option-label-text">Other</span> <span class="filter-option-label-count">0</span></label> </div> </div> </li> </ul> </div> </div> </div> <div class="glue-expansion-panel "> <h3 class="glue-expansion-panel__toggle"> <span class="glue-expansion-panel__button" id="filter-toggle-year" data-glue-expansion-panel-toggle-for="filter-panel-year"> <span class="glue-expansion-panel__header-text" id="filter-year-label">Years</span> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__header-arrow"> <use href="/gr/static/assets/icons/glue-icons.svg#arrow-drop-down"></use> </svg> </span> </h3> <!-- panel w/ filter options --> <div class="glue-expansion-panel__content" id="filter-panel-year"> <div> <ul class="glue-filter__category glue-no-bullet" data-glue-filter-category="year" role="list" aria-controls="filter-results" aria-labelledby="filter-year-label"> <li class="glue-filter__category-item js-filter-item js-gt-filter-item"> <div class="mdc-touch-target-wrapper"> <div class="mdc-form-field"> <div class="mdc-checkbox mdc-checkbox--touch glue-checkbox"> <input type="checkbox" class="mdc-checkbox__native-control" id="filter-year-2022" name="filter-year-2022" value="2022" > <div class="mdc-checkbox__background"> <svg class="mdc-checkbox__checkmark" viewBox="0 0 24 24"> <path class="mdc-checkbox__checkmark-path" fill="none" d="M1.73,12.91 8.1,19.28 22.79,4.59"></path> </svg> <div class="mdc-checkbox__mixedmark"></div> </div> <div class="mdc-checkbox__ripple"></div> </div> <label class="filter-option-label" for="filter-year-2022"> <span class="js-filter-option-label-text">2022</span> <span class="filter-option-label-count">1</span></label> </div> </div> </li> </ul> </div> </div> </div> <div class="glue-expansion-panel "> <h3 class="glue-expansion-panel__toggle"> <span class="glue-expansion-panel__button" id="filter-toggle-research_area" data-glue-expansion-panel-toggle-for="filter-panel-research_area"> <span class="glue-expansion-panel__header-text" id="filter-research_area-label">Research Areas</span> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__header-arrow"> <use href="/gr/static/assets/icons/glue-icons.svg#arrow-drop-down"></use> </svg> </span> </h3> <!-- panel w/ filter options --> <div class="glue-expansion-panel__content" id="filter-panel-research_area"> <div> <ul class="glue-filter__category glue-no-bullet" data-glue-filter-category="research_area" role="list" aria-controls="filter-results" aria-labelledby="filter-research_area-label"> <li class="glue-filter__category-item js-filter-item js-gt-filter-item"> <div class="mdc-touch-target-wrapper"> <div class="mdc-form-field"> <div class="mdc-checkbox mdc-checkbox--touch glue-checkbox"> <input type="checkbox" class="mdc-checkbox__native-control" id="filter-research_area-health-bioscience" name="filter-research_area-health-bioscience" value="health-bioscience" > <div class="mdc-checkbox__background"> <svg class="mdc-checkbox__checkmark" viewBox="0 0 24 24"> <path class="mdc-checkbox__checkmark-path" fill="none" d="M1.73,12.91 8.1,19.28 22.79,4.59"></path> </svg> <div class="mdc-checkbox__mixedmark"></div> </div> <div class="mdc-checkbox__ripple"></div> </div> <label class="filter-option-label" for="filter-research_area-health-bioscience"> <span class="js-filter-option-label-text">Health & Bioscience</span> <span class="filter-option-label-count">1</span></label> </div> </div> </li> </ul> </div> </div> </div> <div class="glue-expansion-panel "> <h3 class="glue-expansion-panel__toggle"> <span class="glue-expansion-panel__button" id="filter-toggle-team" data-glue-expansion-panel-toggle-for="filter-panel-team"> <span class="glue-expansion-panel__header-text" id="filter-team-label">Teams</span> <svg role="presentation" aria-hidden="true" class="glue-icon glue-expansion-panel__header-arrow"> <use href="/gr/static/assets/icons/glue-icons.svg#arrow-drop-down"></use> </svg> </span> </h3> <!-- panel w/ filter options --> <div class="glue-expansion-panel__content" id="filter-panel-team"> <div> <ul class="glue-filter__category glue-no-bullet" data-glue-filter-category="team" role="list" aria-controls="filter-results" aria-labelledby="filter-team-label"> <li class="glue-filter__category-item js-filter-item js-gt-filter-item"> <div class="mdc-touch-target-wrapper"> <div class="mdc-form-field"> <div class="mdc-checkbox mdc-checkbox--touch glue-checkbox"> <input type="checkbox" class="mdc-checkbox__native-control" id="filter-team-i-drim" name="filter-team-i-drim" value="i-drim" > <div class="mdc-checkbox__background"> <svg class="mdc-checkbox__checkmark" viewBox="0 0 24 24"> <path class="mdc-checkbox__checkmark-path" fill="none" d="M1.73,12.91 8.1,19.28 22.79,4.59"></path> </svg> <div class="mdc-checkbox__mixedmark"></div> </div> <div class="mdc-checkbox__ripple"></div> </div> <label class="filter-option-label" for="filter-team-i-drim"> <span class="js-filter-option-label-text">I-DRIM</span> <span class="filter-option-label-count">1</span></label> </div> </div> </li> </ul> </div> </div> </div> </div> </div> </div> </div> <!-- results section, mandatory or glue throws a tantrum --> <div class="glue-filter__results mock-results" data-glue-filter-categories="type year research_area team" id="filter-results" > <ul class="glue-cards glue-grid"> <li class="glue-grid__col glue-grid__col--span-3 glue-grid__col--span-6-md glue-filter__result glue-is-hidden" data-glue-filter-="google"> </li> <li class="glue-grid__col glue-grid__col--span-3 glue-grid__col--span-6-md glue-filter__result glue-is-hidden" data-glue-filter-="other"> </li> <li class="glue-grid__col glue-grid__col--span-3 glue-grid__col--span-6-md glue-filter__result glue-is-hidden" data-glue-filter-="2022"> </li> <li class="glue-grid__col glue-grid__col--span-3 glue-grid__col--span-6-md glue-filter__result glue-is-hidden" data-glue-filter-="health-bioscience"> </li> <li class="glue-grid__col glue-grid__col--span-3 glue-grid__col--span-6-md glue-filter__result glue-is-hidden" data-glue-filter-="i-drim"> </li> </ul> </div> </div> </div> <div class="sort-wrapper"> <div class="mdc-select mdc-select--outlined glue-select sort-dropdown js-sort-dropdown" data-target-id="publications-index-list" > <input type="hidden" name="myselect" value=""> <div class="mdc-select__anchor not-glue" role="button" aria-haspopup="listbox" aria-labelledby="demo-label selectedtext-myselect" > <span id="demo-label" class="mdc-floating-label">Sort By</span> <span id="selectedtext-myselect" class="mdc-select__selected-text glue-grid__col--align-middle"></span> <span class="mdc-select__dropdown-icon"> <svg class="mdc-select__dropdown-icon-graphic" viewBox="7 10 10 5"> <polygon class="mdc-select__dropdown-icon-inactive" 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data-hot-swap="google-publications-list" data-gt-id="publications_list" data-gt-component-name=""> <div class="row-card"> <div class="row-card__container"> <div class="row-card__body"> <a class="row-card__heading headline-6 glue-link" href=http://research.google/pubs/building-a-clinically-focused-problem-list-from-medical-notes/ > Building a Clinically-Focused Problem List From Medical Notes </a> <div class="row-card__subheading"> <div class="row-card__subheading__item extra-small-text"> <a class="row-card__small-link" href="/people/107385/"> Alon Cohen </a> </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> <a class="row-card__small-link" href="/people/amirfeder/"> Amir Feder </a> </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> <a class="row-card__small-link" href="/people/108070/"> Amir Taubenfeld </a> </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> <a class="row-card__small-link" href="/people/avielatias/"> Aviel Atias </a> </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> <a class="row-card__small-link" href="/people/105831/"> Avinatan Hassidim </a> </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> <a class="row-card__small-link" href="/people/107774/"> Ayelet Benjamini </a> </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> Birju Patel </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> Cathy Cheung </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> <a class="row-card__small-link" href="/people/108071/"> Charlie Yang </a> </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> <a class="row-card__small-link" href="/people/hengruiliu/"> Hengrui Liu </a> </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> <a class="row-card__small-link" href="/people/itaylaish/"> Itay Laish </a> </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> <a class="row-card__small-link" href="/people/108066/"> Lan Huong Nguyen </a> </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> Liwen Xu </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> <a class="row-card__small-link" href="/people/108037/"> Natan Potikha </a> </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> Peter Clardy </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> Rachana Fellinger </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> <a class="row-card__small-link" href="/people/shashankagarwal/"> Shashank Agarwal </a> </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> <a class="row-card__small-link" href="/people/urilerner/"> Uri Lerner </a> </div> <div class="row-card__subheading__spacer"></div> <div class="row-card__subheading__item extra-small-text"> LOUHI 2022: The 13th International Workshop on Health Text Mining and Information Analysis (2022) </div> </div> </div> <div class="row-card__cta headline-6"> <div class="glue-tooltip" data-glue-tooltip-auto-position="false"> <button class="glue-button glue-button--low-emphasis glue-tooltip__trigger" aria-describedby=tooltip-contentclinical-notes-often-contain-vital tabindex=0 > <span class="js-gt-item-id">Preview</span> </button> <span id="tooltip-contentclinical-notes-often-contain-vital" class="glue-tooltip__content" role="tooltip"> <span data-tooltip-type="simple"> Preview abstract </span> <span data-tooltip-type="rich"> <span class="glue-tooltip__body">Clinical notes often contain vital information not observed in other structured data, but their unstructured nature can lead to critical patient-related information being lost. To make sure this valuable information is utilized for patient care, algorithms that summarize notes into a problem list are often proposed. Focusing on identifying medically-relevant entities in the free-form text, these solutions are often detached from a canonical ontology and do not allow downstream use of the detected text-spans. As a solution, we present here a system for generating a canonical problem list from medical notes, consisting of two major stages. At the first stage, annotation, we use a transformer model to detect all clinical conditions which are mentioned in a single note. These clinical conditions are then grounded to a predefined ontology, and are linked to spans in the text. At the second stage, summarization, we aggregate over the set of clinical conditions detected on all of the patient's note, and produce a concise patient summary that organizes their important conditions.</span> <a class="glue-button glue-button--low-emphasis" href="http://research.google/pubs/building-a-clinically-focused-problem-list-from-medical-notes/" > <span class="js-gt-item-id">View details</span> </a> </span> </span> </div> </div> </div> </div> </div> <div class="filtered-list-base__pagination" data-hot-swap="pagination"> </div> </div> </div> </section> <section class="google_scholar_search"> <!-- href dynamically generated via js --> <a href="#" class="js-google-scholar-search-link glue-button glue-button--low-emphasis glue-button--icon" title="See more related publications on Google Scholar" target="_blank"> <svg role="presentation" aria-hidden="true" class="glue-icon glue-icon--24px "> <use href="/gr/static/assets/icons/glue-icons.svg#open-in-new"></use> </svg> Search on 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