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ARDA: Using Artificial Intelligence in Ophthalmology - Google Health
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glue-mod-order-1"> <div class="g-health-hero__content"> <h1 class="glue-headline glue-headline--headline-1"> Using AI to prevent blindness </h1> <div class="g-h-markdown glue-body glue-mod-spacer-4-top"> <p>Automated Retinal Disease Assessment, or ARDA, uses artificial intelligence to help healthcare workers detect diabetic retinopathy, with future possibilities of AI algorithms to assist clinicians in identifying other diseases.</p> <p>Diabetic retinopathy creates lesions in the back of the retina that can lead to total blindness. It’s important to screen people diagnosed with diabetes early, but with over 420 million people with diabetes globally, checking on every patient is an impossible task. Both the lack of awareness of the disease and the resources to screen it are huge issues.</p> </div> </div> </div> <div class="glue-grid__col glue-grid__col--span-6 glue-grid__col--span-12-md glue-mod-order-1-md g-h-landing-hero_image"> <img src="https://lh3.googleusercontent.com/GiBC5yxWnEgf5BLSoYP6uF9IyPzw5iOXs5oZtbhAezOvY3Nfzl1YZJL22KAW9T2AjGempmu_q4ab4fsWmuTGP6SsFWwX6c45xs6zvxxT2VSJ9Z0q3w=w1100" alt="A man looking into medical device"> <p class="copyright-text">Age of AI Series, YouTube<br>Copyright by Network Entertainment</p> </div> </div> </div> </section> <div class="g-h-swoop g-h-swoop--arda-swoop-1"> <svg xmlns="http://www.w3.org/2000/svg" class="g-h-swoop-image" width="368.067" height="678.013" viewBox="0 0 368.067 678.013"><path d="M.558 1s345 1.409 364.735 185.576C384.493 365.754 247.98 510.803.558 677.183" fill="none" stroke="#ea4335" stroke-miterlimit="10" stroke-width="2"/></svg> </div> <section class="g-h-block-style"> <div class="g-h-health__wrapper"> <div class="g-h-image-text"> <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-6 glue-grid__col--span-12-md glue-mod-order-1 glue-mod-order-1-md glue-mod-order-1-sm"> <div class="g-h-image-text__image"> <picture> <source media="(max-width: 512px)" data-srcset="https://lh3.googleusercontent.com/x8rvxnxUIvOY-yLPIB6wROmTmfaRX259fjeZ3O7HPGn2zml4CmJYd5pOry433O8FhVz8XOOEXP3u-pNIsMohv4y0dXKqlNXljUZLgh6SXO7_jETC_uk=w982-e30"> <source media="(max-width: 992px)" data-srcset="https://lh3.googleusercontent.com/x8rvxnxUIvOY-yLPIB6wROmTmfaRX259fjeZ3O7HPGn2zml4CmJYd5pOry433O8FhVz8XOOEXP3u-pNIsMohv4y0dXKqlNXljUZLgh6SXO7_jETC_uk=w1965-e30 2x"> <source data-srcset="https://lh3.googleusercontent.com/x8rvxnxUIvOY-yLPIB6wROmTmfaRX259fjeZ3O7HPGn2zml4CmJYd5pOry433O8FhVz8XOOEXP3u-pNIsMohv4y0dXKqlNXljUZLgh6SXO7_jETC_uk=w1965-e30 2x" srcset="https://lh3.googleusercontent.com/x8rvxnxUIvOY-yLPIB6wROmTmfaRX259fjeZ3O7HPGn2zml4CmJYd5pOry433O8FhVz8XOOEXP3u-pNIsMohv4y0dXKqlNXljUZLgh6SXO7_jETC_uk=w1965-e30 2x"> <img data-src="https://lh3.googleusercontent.com/x8rvxnxUIvOY-yLPIB6wROmTmfaRX259fjeZ3O7HPGn2zml4CmJYd5pOry433O8FhVz8XOOEXP3u-pNIsMohv4y0dXKqlNXljUZLgh6SXO7_jETC_uk=w1965-e30 2x" alt="Person looking at eye scan on screen" src="https://lh3.googleusercontent.com/x8rvxnxUIvOY-yLPIB6wROmTmfaRX259fjeZ3O7HPGn2zml4CmJYd5pOry433O8FhVz8XOOEXP3u-pNIsMohv4y0dXKqlNXljUZLgh6SXO7_jETC_uk=w1965-e30 2x"> </picture> </div> </div> <div class="glue-grid__col glue-grid__col--span-6 glue-grid__col--span-12-md glue-mod-order-3 glue-mod-order-2-md glue-mod-order-2-sm"> <div class="g-h-image-text__title"> <h2 class="glue-headline glue-headline--headline-3 glue-mod-text-left glue-mod-spacer-3-bottom"> Developing a diabetic retinopathy screening solution </h2> </div> <div class="g-h-image-text__text"> <div class="g-h-markdown glue-body"> <p>In research published in <a href="https://jamanetwork.com/journals/jama/fullarticle/2588763">JAMA</a>, Google’s artificial intelligence accurately interpreted retinal scans to detect diabetic retinopathy. To do this, Google worked with a large team of ophthalmologists who helped us train the AI model by manually reviewing <a href="https://jamanetwork.com/journals/jama/fullarticle/2588763">more than 100,000</a> de-identified retinal scans. This led to a development of an AI-based application called Automated Retinal Disease Assessment. This application can help doctors expand high-quality diabetic retinopathy screening programs in countries without enough eye specialists, such as India and Thailand.</p> </div> </div> </div> </div> </div> </div> </section> <div class="g-h-swoop g-h-swoop--arda-swoop-2"> <svg xmlns="http://www.w3.org/2000/svg" class="g-h-swoop-image" width="249.144" height="604.917" viewBox="0 0 249.144 604.917"><path d="M248.483.98s-556.627 112.595 0 603.187" fill="none" stroke="#34a953" stroke-miterlimit="10" stroke-width="2"/></svg> </div> <section class="g-h-block-style"> <div class="g-h-health__wrapper"> <div class="g-h-image-text"> <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-6 glue-grid__col--span-12-md glue-mod-order-4 glue-mod-order-1-md glue-mod-order-1-sm"> <div class="g-h-image-text__image g-h-image-text__image--reversed"> <picture> <source media="(max-width: 512px)" data-srcset="https://lh3.googleusercontent.com/8oQvK1yliK97NMMBC5sKcinU-n_wpyYiRAU5NrHg-V8aQYzqEp4oTg0lUKXVBXI5VALEmnMUv7IaD0wr1H51o-PAd8IJL5lc9URSqNt0kZSJdaNIltE=w994-e30"> <source media="(max-width: 992px)" data-srcset="https://lh3.googleusercontent.com/8oQvK1yliK97NMMBC5sKcinU-n_wpyYiRAU5NrHg-V8aQYzqEp4oTg0lUKXVBXI5VALEmnMUv7IaD0wr1H51o-PAd8IJL5lc9URSqNt0kZSJdaNIltE=w1987-e30 2x"> <source data-srcset="https://lh3.googleusercontent.com/8oQvK1yliK97NMMBC5sKcinU-n_wpyYiRAU5NrHg-V8aQYzqEp4oTg0lUKXVBXI5VALEmnMUv7IaD0wr1H51o-PAd8IJL5lc9URSqNt0kZSJdaNIltE=w1987-e30 2x" srcset="https://lh3.googleusercontent.com/8oQvK1yliK97NMMBC5sKcinU-n_wpyYiRAU5NrHg-V8aQYzqEp4oTg0lUKXVBXI5VALEmnMUv7IaD0wr1H51o-PAd8IJL5lc9URSqNt0kZSJdaNIltE=w1987-e30 2x"> <img data-src="https://lh3.googleusercontent.com/8oQvK1yliK97NMMBC5sKcinU-n_wpyYiRAU5NrHg-V8aQYzqEp4oTg0lUKXVBXI5VALEmnMUv7IaD0wr1H51o-PAd8IJL5lc9URSqNt0kZSJdaNIltE=w1987-e30 2x" alt="Man getting his eyes checked at the doctor" src="https://lh3.googleusercontent.com/8oQvK1yliK97NMMBC5sKcinU-n_wpyYiRAU5NrHg-V8aQYzqEp4oTg0lUKXVBXI5VALEmnMUv7IaD0wr1H51o-PAd8IJL5lc9URSqNt0kZSJdaNIltE=w1987-e30 2x"> </picture> </div> </div> <div class="glue-grid__col glue-grid__col--span-6 glue-grid__col--span-12-md glue-mod-order-2 glue-mod-order-2-md glue-mod-order-2-sm"> <div class="g-h-image-text__title"> <h2 class="glue-headline glue-headline--headline-3 glue-mod-text-left glue-mod-spacer-3-bottom"> Supporting 200k+ screenings and counting </h2> </div> <div class="g-h-image-text__text"> <div class="g-h-markdown glue-body g-h-mod-max-width--2"> <p>Our solution is being used to detect diabetic retinopathy in India and the European Union. With almost 3k new screenings supported by ARDA weekly, we’re continuing to expand access to diabetic retinopathy screening at scale. The solution is currently being evaluated in clinical studies in the United States as well as in Thailand. We are working with multiple partners to make this solution available around the world, especially in the areas which have lower access to specialist care.</p> </div> </div> </div> </div> </div> </div> </section><section class="g-h-block-style glue-mod-spacer-5-top 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"> <h2 class="glue-headline glue-headline--headline-3 glue-mod-text-center glue-mod-spacer-3-bottom"> Sharing our learnings as we go </h2> </div> <div class="g-h-text__body"> <div class="g-h-markdown glue-body g-h-mod-max-width--3"> <p>As applications of AI in medicine continue to advance, we <a href="https://www.nature.com/articles/s41591-023-02293-9.epdf?sharing_token=fNad8yOc5LgDEohfubO_F9RgN0jAjWel9jnR3ZoTv0PKt-9ODkApp970VmItbO_8PG3GkmYecX9Pl2qnLQlJ2u4I3YOTp62ZEAgeTXPoKeJctMxV1lndXOcVH79hdFnczdbFNZI_KWiZupYDcrbpsFiYaXlELFVJdvfhSl-s_as%3D">published a paper in Nature Medicine</a> sharing our learnings from deploying ARDA. By sharing key lessons we’ve learned from translating AI from development to deployment, we hope to help others build helpful medical AI tools that improve healthcare for everyone. <a href="https://blog.google/technology/health/5-myths-about-medical-ai-debunked/">Read the post</a>.</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><div class="glue-page g-h-health__wrapper"> <div class="g-h-content-block__image-slider"> <div class="g-h-image-slider g-h-text-slider"> <div id="arda-carousel" class="glue-carousel" data-glue-carousel-cyclical='false'> <div class="glue-carousel__viewport"> <ul class="glue-carousel__list g-h-image-slider__list"> <li id="arda-carousel-1" class="glue-carousel__item g-h-image-slider__item g-h-image-slider__item--1" aria-label="slide #1" data-event-carousel-name="slide #1"> <div class="wrapper"> <div class="g-h-image-slider__item__block"> <h2 class="g-h-image-slider__item__block__title">5</h2> <h2 class="g-h-image-slider__item__block__headline"> <span class="highlight-text">Myths</span> and <span class="highlight-text">Realities</span> of introducing Medical AI into the real world </h2> <div class="g-h-image-slider__item__image desktop-image"> <picture> <source srcset="https://lh3.googleusercontent.com/0-2chjNcmgmepNC-lfdnfW-RCKHm6ctDH0BuDzd74ZBZ4rguys2RR66IZ5utddtgXsd0AZvnl059f47_yqkwcR3kgu5O4rApoSNefD9XdQef8CF-tg=w1000-l80-sg" media="(max-width:900px)"> <img src="https://lh3.googleusercontent.com/0-2chjNcmgmepNC-lfdnfW-RCKHm6ctDH0BuDzd74ZBZ4rguys2RR66IZ5utddtgXsd0AZvnl059f47_yqkwcR3kgu5O4rApoSNefD9XdQef8CF-tg=w0-e30-l80-sg" class="g-h-slider-image" role="presentation" loading="lazy"> </picture> </div> <div class="g-h-image-slider__item__image mobile-image"> <picture> <source srcset="https://lh3.googleusercontent.com/Kr5nEXCgzXIOqkH3Ts6zdbKf_NrreGB-CCMdG58kqUhVXiidQVeQVWaCi_EOwQ42IiEz-dbRMfnTrv3ndWeKeIlCh_to4Kplg_EBH1CEnYtiddjwcA=w1000-l80-sg" media="(max-width:900px)"> <img src="https://lh3.googleusercontent.com/Kr5nEXCgzXIOqkH3Ts6zdbKf_NrreGB-CCMdG58kqUhVXiidQVeQVWaCi_EOwQ42IiEz-dbRMfnTrv3ndWeKeIlCh_to4Kplg_EBH1CEnYtiddjwcA=w0-e30-l80-sg" class="g-h-slider-image" role="presentation" loading="lazy"> </picture> </div> </div> </div> </li> <li id="arda-carousel-2" class="glue-carousel__item g-h-image-slider__item g-h-image-slider__item--2" aria-label="slide #2" data-event-carousel-name="slide #2"> <div class="wrapper"> <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-6"> <div class="image-left-container"> <div class="text-block"> <p class="text-block__title">Data Myth</p> </div> <div class="image-block"> <img src="https://lh3.googleusercontent.com/qpce_Q61QoCDbzriparA30aUsz-xA94ukp7LAAp0YoHqyVigS5yIMaeGBONuTxZVxdVUnbIvhX3rDdcNddwFmmOLWBbiYSYIQbWBo-8GtrjYtbc575k" class="g-h-image-section" alt="Image of a book"> </div> <p class="text-block__subtitle">Quantity</p> </div> </div> <div class="glue-grid__col glue-grid__col--span-6"> <div class="image-right-container"> <div class="text-block"> <p class="text-block__title">Data Reality</p> </div> <div class="image-block"> <img src="https://lh3.googleusercontent.com/FHcKf3cdgeJeJUfu1Li4P_JpuFb-UxsB2-ozCvp-0Da9SbldX6rUo9mFDghrZGHLTK3HttVIfYa7fS6KMCDB7IuGmvDK86D6WgNlMMxoomHEDJ7MCVhq" class="g-h-image-section" alt="Image of network"> </div> <p class="text-block__subtitle">Quantity & Quality</p> </div> </div> </div> </li> <li id="arda-carousel-3" class="glue-carousel__item g-h-image-slider__item g-h-image-slider__item--3" aria-label="slide #3" data-event-carousel-name="slide #3"> <div class="wrapper"> <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-6"> <div class="image-left-container"> <div class="text-block"> <p class="text-block__title">People Myth</p> </div> <div class="image-block"> <img src="https://lh3.googleusercontent.com/nBC3GhGl8CEWJWL7wGWYyGKWNXgTQamGRrdrGxpAjwWkeMLsMIMKAf30VI67dEdUq0eO0WcQkgXbgweWhzFoVBV6DJmVra-eM3X98t_d5v1fvK7ryLQ" class="g-h-image-section" alt="Image of woman"> </div> <p class="text-block__subtitle">AI Experts</p> </div> </div> <div class="glue-grid__col glue-grid__col--span-6"> <div class="image-right-container"> <div class="text-block"> <p class="text-block__title">People Reality</p> </div> <div class="image-block"> <img src="https://lh3.googleusercontent.com/QqPH9fO_WWER--bS-DWxoOCbxzLUw_VATxA1zMbpQLNXIwc2CXI8nnihfZ-vmrSHgMtWlWnAIONvk48Pq5Du46oHPmKs4aX_jMSqY47b9mBz-vpPl-A" class="g-h-image-section" alt="Image of group of people"> </div> <p class="text-block__subtitle">Multidisciplinary team</p> </div> </div> </div> </li> <li id="arda-carousel-4" class="glue-carousel__item g-h-image-slider__item g-h-image-slider__item--4" aria-label="slide #4" data-event-carousel-name="slide #4"> <div class="wrapper"> <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-6"> <div class="image-left-container"> <div class="text-block"> <p class="text-block__title">Readiness Myth</p> </div> <div class="image-block"> <img src="https://lh3.googleusercontent.com/zSzuO8QA329HjK15Jne_vP7vLnmduxFCsVUcaU5zgTJIgJx2ALnirUVhCUFL1cLGqTV94l2ZhmscFzhI4LiZULJwsIi_oruSNM8sk4Q458cNCrQI0A" class="g-h-image-section" alt="Image of third myth"> </div> <p class="text-block__subtitle">High performance leads to launch</p> </div> </div> <div class="glue-grid__col glue-grid__col--span-6"> <div class="image-right-container"> <div class="text-block"> <p class="text-block__title">Readiness Reality</p> </div> <div class="image-block"> <img src="https://lh3.googleusercontent.com/gDjs1UJ8i8TbvFYWaMHzom3gRCct2rnyWgxUQLiTVMpJtT5wlWZFueBxRCM_uP2-Um_fcwl9E9rwTbYJp_7gZhnFPppfDjCGBhk33RlcMl_s-fivdOE" class="g-h-image-section" alt="Image of third reality"> </div> <p class="text-block__subtitle">Extensive validation before launch</p> </div> </div> </div> </li> <li id="arda-carousel-5" class="glue-carousel__item g-h-image-slider__item g-h-image-slider__item--5" aria-label="slide #5" data-event-carousel-name="slide #5"> <div class="wrapper"> <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-6"> <div class="image-left-container"> <div class="text-block"> <p class="text-block__title">Integration Myth</p> </div> <div class="image-block"> <img src="https://lh3.googleusercontent.com/Sn1L0mLbNw7Y7djsT09J0FiWBGYr1PLIoKqcfdOw7AQ20WlUZ2XIz9hsVNihN-D3mV2j_mbyJOVjWk4G3zAJzdwIIUvANlHTc1ghT-nhxRbU0nBbYIk" class="g-h-image-section" alt="Image of fourth myth"> </div> <p class="text-block__subtitle">Just drop into workflow</p> </div> </div> <div class="glue-grid__col glue-grid__col--span-6"> <div class="image-right-container"> <div class="text-block"> <p class="text-block__title">Integration Reality</p> </div> <div class="image-block"> <img src="https://lh3.googleusercontent.com/aIAhL1UFJrIiaC_dQ4VNaaNKMRh3PM9ufimHTmzbV-mke2ESnk7cUUqxrqlXFVevPlM_j2kkFTNc4ScQmfaTPCJvLtNObibzC7PAFeO9HKTVqIKxhT8g" class="g-h-image-section" alt="Image of fourth reality"> </div> <p class="text-block__subtitle">Re-envision workflow Optimize care</p> </div> </div> </div> </li> <li id="arda-carousel-6" class="glue-carousel__item g-h-image-slider__item g-h-image-slider__item--6" aria-label="slide #6" data-event-carousel-name="slide #6"> <div class="wrapper"> <div class="glue-grid"> <div class="glue-grid__col glue-grid__col--span-6"> <div class="image-left-container"> <div class="text-block"> <p class="text-block__title">Post-launch Myth</p> </div> <div class="image-block"> <img src="https://lh3.googleusercontent.com/Zj8C5rNXgA_wPubvDwP4ERco3chGvktyZBIMjVuSHJiq2--e8C_5mGOpcujSB5RYhgy3d2hSdXtFiHdxzHlRha2O4X0fLLNMsxVp2HgwSY5TuQtOcus" class="g-h-image-section" alt="Image of fifth myth"> </div> <p class="text-block__subtitle">Work is completed at launch</p> </div> </div> <div class="glue-grid__col glue-grid__col--span-6"> <div class="image-right-container"> <div class="text-block"> <p class="text-block__title">Post-launch Reality</p> </div> <div class="image-block"> <img src="https://lh3.googleusercontent.com/tTSFvMVmyWr4sFCWuxO3t9ApOAyTY5B9UcqhTknMl2rwh3kWn-i1FKxQnL9RdZxzBgLQC7xXtEftveAtZ-SO-jgDwTvMTaviVky0FJ7rUyrA487xBA" class="g-h-image-section" alt="Image of fifth reality"> </div> <p class="text-block__subtitle">Continuously monitoring performance</p> </div> </div> </div> </li> </ul> </div> <button class="carousel-click-track-js glue-carousel__button glue-carousel__button--prev" aria-label="Previous slide" data-event-action="carousel_click" data-event-direction="previous"> <svg role="presentation" class="glue-icon glue-icon--32px"> <use xlink:href="#chevron-left"></use> </svg> </button> <button class="carousel-click-track-js glue-carousel__button glue-carousel__button--next" aria-label="Next slide" data-event-action="carousel_click" data-event-direction="next"> <svg role="presentation" class="glue-icon glue-icon--32px"> <use xlink:href="#chevron-right"></use> </svg> </button> <ul class="glue-carousel__navigation" aria-label="Choose slide to display"></ul> </div> </div> </div> </div> <section class="g-h-block-style glue-mod-spacer-7-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"> <h2 class="glue-headline glue-headline--headline-3 glue-mod-text-center glue-mod-spacer-3-bottom"> A future of diagnostic tools </h2> </div> <div class="g-h-text__body"> <div class="g-h-markdown glue-body"> <p>We are optimistic that many more patients with diabetes could keep their vision in part to Automated Retinal Disease Assessment assisting doctors in spotting diabetic retinopathy. Our early research on the continuing possibilities of AI algorithms diagnosing serious diseases is encouraging and we anticipate a world in which simple screening tools might be used to identify conditions. <a href="https://about.google/stories/seeingpotential/">Read more</a></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> <div class="g-h-swoop g-h-swoop--generic-seperator"> <svg class="g-h-swoop-image g-h-swoop-image--full" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1471.221 157.845"><path vector-effect="non-scaling-stroke" d="M.382 143.081S532.097-77.03 1096.437 30.671c124.422 23.745 251.346 63.887 374.331 126.282" fill="none" stroke="#FBBC04" stroke-miterlimit="10" stroke-width="2"/></svg> </div> <section class="g-h-block-style glue-mod-spacer-7-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-1-md glue-grid__col--span-2"></div> <div class="glue-grid__col glue-grid__col--span-8 glue-grid__col--span-10-md"> <div class="g-h-content-block"> <div class="g-h-content-block__wrap"> <div class="g-h-content-block__title glue-mod-spacer-3-bottom"> <h2 class="glue-headline glue-headline--headline-3"> See ARDA featured in The Age of AI </h2> </div> <div class="g-h-content-block__asset"> <div class="glue-mod-spacer-3-top"> <div class="glue-video g-h-yt-video g-h-yt-video--main"> <div class="glue-video__container g-h-yt-video__player g-h-yt-video__player--main" data-glue-yt-video-vid="V5aZjsWM2wo" data-yt-video-start="956"> </div> </div> </div> <p class="glue-small-text glue-mod-spacer-2-top glue-mod-text-right">The Age of A.I. 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