2428 lines
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<a href="/Understanding-Medical-Scans-App" target="_self" class="link" data-drupal-link-system-path="node/68546"> <span>Medical Imaging App</span>
|
||
</a>
|
||
|
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</li>
|
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|
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|
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|
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|
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<li class="usa-nav__submenu-item">
|
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|
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|
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|
||
|
||
<a href="/science-education/beams-challenge" class="link" data-drupal-link-system-path="node/143486"> <span>Lesson Plans</span>
|
||
</a>
|
||
|
||
</li>
|
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|
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|
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|
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|
||
<li class="usa-nav__submenu-item">
|
||
|
||
|
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|
||
|
||
<a href="/science-education/meet-a-scientist" class="link" data-drupal-link-system-path="node/141721"> <span>Meet a Scientist</span>
|
||
</a>
|
||
|
||
</li>
|
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|
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|
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|
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|
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<li class="usa-nav__submenu-item">
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|
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|
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<a href="https://www.youtube.com/playlist?list=PLYH1eUq1QYrqrvA6HRRgKHcPsoJoJA6Kj" target="_blank" class="link"> <span>Featured Videos</span>
|
||
</a>
|
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|
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</li>
|
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|
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<li class="usa-nav__submenu-item">
|
||
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|
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||
|
||
<a href="/science-education/glossary" target="_self" class="link" data-drupal-link-system-path="science-education/glossary"> <span>Glossary</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
|
||
</ul>
|
||
|
||
|
||
|
||
|
||
</div>
|
||
|
||
|
||
</div>
|
||
</div>
|
||
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</li>
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<li class="usa-nav__primary-item">
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<button type="button" class="usa-accordion__button usa-nav__link " aria-expanded="false" aria-controls="extended-mega-nav-section-5">
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<span>News & Events </span>
|
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</button>
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<div id="extended-mega-nav-section-5" class="usa-nav__submenu usa-megamenu" hidden="">
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<div class="grid-row mm-container">
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<div class="desktop:grid-col flex-auto duplicated-parent">
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<div class="usa-nav__submenu-item">
|
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<span><a href="/news-events" target="_self" class="link" data-drupal-link-system-path="node/156671">News & Events</a> <span class="uswds-arrow-forward"></span></span>
|
||
</div>
|
||
</div>
|
||
</div>
|
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|
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<div class="grid-row mm-container">
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<div class="desktop:grid-col-4 submenu-list-container">
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<div class="usa-nav__submenu-item">
|
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<span target="_self" class="nolink"> <span class="usa-nav__submenu-heading">NEWS</span>
|
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</span>
|
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</div>
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<ul id="basic-nav-section-1" class="usa-nav__submenu-list">
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<li class="usa-nav__submenu-item">
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|
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|
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<a href="/news-events/newsroom" class="link" data-drupal-link-system-path="news-events/newsroom"> <span>Newsroom</span>
|
||
</a>
|
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|
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</li>
|
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|
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<li class="usa-nav__submenu-item">
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|
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<a href="/news-events/press-releases" target="_self" class="link" data-drupal-link-system-path="news-events/press-releases"> <span>Press Releases</span>
|
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</a>
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</li>
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<li class="usa-nav__submenu-item">
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|
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<a href="/news-events/science-highlights" target="_self" class="link" data-drupal-link-system-path="news-events/science-highlights"> <span>Science Highlights</span>
|
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</a>
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</li>
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<li class="usa-nav__submenu-item">
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|
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<a href="/news-events/nibib-news" target="_self" class="link" data-drupal-link-system-path="news-events/nibib-news"> <span>NIBIB in the News</span>
|
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</a>
|
||
|
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</li>
|
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|
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|
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</ul>
|
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</div>
|
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<div class="desktop:grid-col-4 submenu-list-container">
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<div class="usa-nav__submenu-item">
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<span class="nolink"> <span class="usa-nav__submenu-heading">EVENTS</span>
|
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</span>
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<ul id="basic-nav-section-2" class="usa-nav__submenu-list">
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<li class="usa-nav__submenu-item">
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<a href="/news-events/meetings-events/upcoming-events" class="link" data-drupal-link-system-path="news-events/meetings-events/upcoming-events"> <span>Upcoming Events</span>
|
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</a>
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</li>
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<li class="usa-nav__submenu-item">
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|
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<a href="/news-events/meetings-events/past-events" class="link" data-drupal-link-system-path="news-events/meetings-events/past-events"> <span>Past Events</span>
|
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</a>
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</li>
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<li class="usa-nav__submenu-item">
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<a href="/news-events/meetings-events/photo-galleries" class="link" data-drupal-link-system-path="news-events/meetings-events/photo-galleries"> <span>Event Photos</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
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|
||
</ul>
|
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|
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|
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|
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|
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</div>
|
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|
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|
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|
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<div class="desktop:grid-col-4 submenu-list-container">
|
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<div class="usa-nav__submenu-item">
|
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<span target="_self" class="nolink"> <span class="usa-nav__submenu-heading">MEDIA RESOURCES</span>
|
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</span>
|
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</div>
|
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<ul id="basic-nav-section-3" class="usa-nav__submenu-list">
|
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<li class="usa-nav__submenu-item">
|
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|
||
|
||
|
||
|
||
<a href="/science-education/science-topics" target="_self" class="link" data-drupal-link-system-path="node/131271"> <span>Science Topics</span>
|
||
</a>
|
||
|
||
</li>
|
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|
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|
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|
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|
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<li class="usa-nav__submenu-item">
|
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|
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|
||
<a href="mailto:nibibpress@mail.nih.gov" target="_self" class="link"> <span>Contact Us</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
||
|
||
</ul>
|
||
|
||
|
||
|
||
|
||
</div>
|
||
|
||
|
||
</div>
|
||
</div>
|
||
|
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|
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</li>
|
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<li class="usa-nav__primary-item">
|
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<button type="button" class="usa-accordion__button usa-nav__link " aria-expanded="false" aria-controls="extended-mega-nav-section-6">
|
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<span>About NIBIB </span>
|
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</button>
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<div id="extended-mega-nav-section-6" class="usa-nav__submenu usa-megamenu" hidden="">
|
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<div class="grid-row mm-container">
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<div class="desktop:grid-col flex-auto duplicated-parent">
|
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<div class="usa-nav__submenu-item">
|
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<span><a href="/about-nibib" target="_self" class="link" data-drupal-link-system-path="node/156676">About NIBIB</a> <span class="uswds-arrow-forward"></span></span>
|
||
</div>
|
||
</div>
|
||
</div>
|
||
|
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<div class="grid-row mm-container">
|
||
|
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|
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|
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<div class="desktop:grid-col-4 submenu-list-container">
|
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<div class="usa-nav__submenu-item">
|
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<span target="_self" class="nolink"> <span class="usa-nav__submenu-heading">WHO WE ARE</span>
|
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</span>
|
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</div>
|
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|
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<ul id="basic-nav-section-1" class="usa-nav__submenu-list">
|
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<li class="usa-nav__submenu-item">
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|
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<a href="/about-nibib/mission" target="_self" class="link" data-drupal-link-system-path="node/79861"> <span>Mission & History</span>
|
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</a>
|
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|
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</li>
|
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|
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<li class="usa-nav__submenu-item">
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|
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<a href="/about-nibib/directors-corner" target="_self" class="link" data-drupal-link-system-path="node/121791"> <span>Director's Corner</span>
|
||
</a>
|
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|
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</li>
|
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|
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|
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|
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|
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<li class="usa-nav__submenu-item">
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|
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|
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|
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<a href="/about-nibib/organizational-chart" target="_self" class="link" data-drupal-link-system-path="node/18836"> <span>Organization Chart</span>
|
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</a>
|
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|
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</li>
|
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|
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<li class="usa-nav__submenu-item">
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|
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|
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|
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|
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<a href="/about-nibib/advisory-council" target="_self" class="link" data-drupal-link-system-path="node/876"> <span>Advisory Council</span>
|
||
</a>
|
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|
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</li>
|
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|
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|
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|
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<li class="usa-nav__submenu-item">
|
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|
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|
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|
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<a href="/about-nibib/careers-at-NIBIB" target="_self" class="link" data-drupal-link-system-path="node/131241"> <span>Jobs @ NIBIB</span>
|
||
</a>
|
||
|
||
</li>
|
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|
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|
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</ul>
|
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|
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|
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|
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</div>
|
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|
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<div class="desktop:grid-col-4 submenu-list-container">
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<div class="usa-nav__submenu-item">
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<span target="_self" class="nolink"> <span class="usa-nav__submenu-heading">WHAT WE DO</span>
|
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</span>
|
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</div>
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<ul id="basic-nav-section-2" class="usa-nav__submenu-list">
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<li class="usa-nav__submenu-item">
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|
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|
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|
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<a href="/about-nibib/strategic-plan" target="_self" class="link" data-drupal-link-system-path="node/11846"> <span>Strategic Plan</span>
|
||
</a>
|
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|
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</li>
|
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|
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<li class="usa-nav__submenu-item">
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|
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<a href="/about-nibib/budget" target="_self" class="link" data-drupal-link-system-path="node/911"> <span>Budget</span>
|
||
</a>
|
||
|
||
</li>
|
||
|
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|
||
</ul>
|
||
|
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|
||
|
||
|
||
</div>
|
||
|
||
|
||
</div>
|
||
</div>
|
||
|
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|
||
|
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|
||
</li>
|
||
|
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|
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</ul>
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|
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|
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|
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|
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|
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|
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<div class="usa-nav__secondary">
|
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<div>
|
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<section aria-label="search component" id="nibib-header-search" data-drupal-selector="search-block-form" role="search">
|
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<form id="search-block-form" accept-charset="UTF-8" class="usa-search usa-search--small" role="search" action="/searching" method="get">
|
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<label class="usa-sr-only" for="search-field-en-small">Search</label>
|
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<input aria-label="Search" class="usa-input" id="edit-keys" data-drupal-selector="edit-keys" data-original-title="Enter the terms you wish to search for." data-toggle="tooltip" type="search" name="q" value="" tabindex="-1"/>
|
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<button class="usa-button js-form-submit form-submit" name="search_btn" type="submit" value="Search" tabindex="-1">
|
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<img src="/themes/custom/nibib/assets/uswds/img/usa-icons-bg/search--white.svg" class="usa-search__submit-icon" alt="Search" />
|
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</button>
|
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</form>
|
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</section>
|
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</div>
|
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|
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|
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|
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<ul class="header-nav__secondary-list">
|
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<li class="header-nav__secondary-item">
|
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<a href="/es/nibib-en-espanol"> En Español
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</a>
|
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</li>
|
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<li class="header-nav__secondary-item">
|
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<a target="_blank" class="link-list-serve" href="https://public.govdelivery.com/accounts/USNIBIB/subscriber/edit?preferences=true#tab1"> Join LISTSERV
|
||
</a>
|
||
</li>
|
||
</ul>
|
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|
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|
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|
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|
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</div>
|
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</div>
|
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</nav>
|
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</header>
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|
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<main class="main-content usa-layout-docs usa-section " role="main" id="main-content">
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<div class="grid-container">
|
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<div class="grid-row breadcrumb-social-share-bar">
|
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<div class="tablet:grid-col-6 desktop:grid-col-8">
|
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<div>
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<div id="block-breadcrumbs" class="block block-system block-system-breadcrumb-block">
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<nav class="usa-breadcrumb--wrap" role="navigation" aria-label="breadcrumb">
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<ol class="usa-breadcrumb__list">
|
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<li class="usa-breadcrumb__list-item">
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<a href="/" class="usa-breadcrumb__link"><span>Home</span></a>
|
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</li>
|
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<li class="usa-breadcrumb__list-item">
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<a href="/science-education" class="usa-breadcrumb__link"><span>Science Education</span></a>
|
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</li>
|
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<li class="usa-breadcrumb__list-item">
|
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<a href="/science-education/science-topics" class="usa-breadcrumb__link"><span>Science Topics</span></a>
|
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</li>
|
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</ol>
|
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</nav>
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</div>
|
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</div>
|
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</div>
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<div class="tablet:grid-col-6 desktop:grid-col-4">
|
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<div>
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<div id="block-addtoanysharebuttons" class="block block-addtoany block-addtoany-block">
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|
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<span class="a2a_kit a2a_kit_size_32 addtoany_list" data-a2a-url="https://www.nibib.nih.gov/science-education/science-topics/artificial-intelligence-ai" data-a2a-title="Artificial Intelligence (AI)"><a class="a2a_button_email"><span class="a2a_svg a2a_s_a2a a2a_s_email a2a-box"><img src="/themes/custom/nibib/assets/img/email-a2a.svg" border="0" alt="Facebook" width="27" height="27"></span></a><a class="a2a_button_facebook"><span class="a2a_svg a2a_s_a2a a2a_s_facebook a2a-box"><img src="/themes/custom/nibib/assets/img/facebook-a2a.svg" border="0" alt="Facebook" width="27" height="27"></span></a><a class="a2a_button_linkedin"><span class="a2a_svg a2a_s_a2a a2a_s_linkedin a2a-box"><img src="/themes/custom/nibib/assets/img/linkedin-a2a.svg" border="0" alt="Facebook" width="27" height="27"></span></a><a class="a2a_button_twitter"><span class="a2a_svg a2a_s_a2a a2a_s_x a2a-box"><img src="/themes/custom/nibib/assets/img/x-a2a.svg" border="0" alt="Facebook" width="27" height="27"></span
|
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</a><a class="a2a_button_whatsapp"><span class="a2a_svg a2a_s_a2a a2a_s_whatsapp a2a-box"><img src="/themes/custom/nibib/assets/img/whatsapp-a2a.svg" border="0" alt="Facebook" width="27" height="27"></span></a><a class="a2a_dd addtoany_share"><span class="a2a_svg a2a_s_a2a a2a_s_share a2a-box"><img src="/themes/custom/nibib/assets/img/share-a2a.svg" border="0" alt="Share" width="27" height="27"></span></a></span>
|
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</div>
|
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</div>
|
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</div>
|
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</div>
|
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|
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<div class="">
|
||
<div data-drupal-messages-fallback class="hidden"></div>
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|
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|
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</div>
|
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<div class="grid-row ">
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|
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</div>
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<div class="grid-row grid-gap">
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<div class="usa-layout-docs__sidenav desktop:grid-col-3 layout-sidebar-first">
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<ul class="usa-sidenav">
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|
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<li class="usa-sidenav__item expanded dropdown active active-trail first">
|
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<span target="_self" class="nolink usa-current dropdown-toggle" data-toggle="dropdown">SCIENCE TOPICS</span>
|
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|
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<ul class="usa-sidenav__sublist">
|
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|
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|
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|
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<li class="usa-sidenav__item active active-trail first">
|
||
<a href="/science-education/science-topics/artificial-intelligence-ai" class="link usa-current is-active" data-drupal-link-system-path="node/114791" aria-current="page">Artificial Intelligence (AI)</a>
|
||
</li>
|
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|
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|
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|
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|
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|
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|
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<li class="usa-sidenav__item">
|
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<a href="/science-education/science-topics/biomaterial-technologies" class="link" data-drupal-link-system-path="node/156766">Biomaterial Technologies</a>
|
||
</li>
|
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<ul id="science-topic-anchor-tag-list">
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<li>
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<a href="#pid-8516">What are the types of AI and how do they differ?</a>
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<li>
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<a href="#pid-8521">How is AI being used to improve medical care and biomedical research?</a>
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<a href="#pid-8526"> How are NIBIB-funded researchers using AI in their biomedical research?</a>
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<div class="field field--name-field-science-topic field--type-entity-reference-revisions field--label-hidden field--items">
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<div class="field--item"> <div id="pid-8516" class="paragraph paragraph--type--science-topic paragraph--view-mode--full">
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<h2>
|
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<div class="field field--name-field-science-topic-title field--type-string field--label-hidden field__item">What are the types of AI and how do they differ?</div>
|
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</h2>
|
||
|
||
|
||
<div class="field field--name-field-science-topic-description field--type-text-long field--label-hidden field__item"><p><strong>Artificial Intelligence:</strong> A feature where machines learn to perform tasks, rather than simply carrying out computations that are input by human users.</p>
|
||
<ul>
|
||
<li>Early applications of AI included machines that could play games such as checkers and chess, and programs that could reproduce language.</li>
|
||
</ul>
|
||
<p><strong>Machine Learning: </strong>An approach to AI in which a computer algorithm (a set of rules and procedures) is developed to analyze and make predictions from data that is fed into the system.</p>
|
||
<figure role="group" class="align-right">
|
||
<img alt="Image of AI concept in multiple industries" data-entity-type="file" data-entity-uuid="ad6134b0-d709-46db-ae84-c5b27bc53bd9" height="233" src="/sites/default/files/inline-images/AI%20600%20x%20400.jpg" width="350"></p>
|
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<figcaption>AI is integrated into numerous technologies that people use every day. <em>Credit: iStock-metamorworks</em></figcaption>
|
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</figure>
|
||
<ul>
|
||
<li>Machine learning-based technologies are routinely used every day, such as personalized news feeds and traffic prediction maps.</li>
|
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</ul>
|
||
<p><strong>Neural Networks: </strong>A machine learning approach modeled after the brain in which algorithms process signals via interconnected nodes called artificial neurons. </p>
|
||
<ul>
|
||
<li>Mimicking biological nervous systems, artificial neural networks have been used successfully to recognize and predict patterns of neural signals involved in brain function.</li>
|
||
</ul>
|
||
<p><strong>Deep Learning:</strong> A form of machine learning that uses many layers of computation to form what is described as a deep neural network, capable of learning from large amounts of complex, unstructured data.</p>
|
||
<ul>
|
||
<li>Deep neural networks are responsible for voice-controlled virtual assistants as well as self-driving vehicles, which learn to recognize traffic signs.</li>
|
||
</ul>
|
||
</div>
|
||
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||
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</div>
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</div>
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<div class="field--item"> <div id="pid-8521" class="paragraph paragraph--type--science-topic paragraph--view-mode--full">
|
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<h2>
|
||
|
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<div class="field field--name-field-science-topic-title field--type-string field--label-hidden field__item">How is AI being used to improve medical care and biomedical research?</div>
|
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</h2>
|
||
|
||
|
||
<div class="field field--name-field-science-topic-description field--type-text-long field--label-hidden field__item"><ul>
|
||
<li><strong>Radiology:</strong> The ability of AI to interpret imaging results may aid in detecting a minute change in an image that a clinician might accidentally miss.</li>
|
||
<li><strong>Imaging:</strong> One example is the use of AI to evaluate how an individual will look after facial and cleft palate surgery.</li>
|
||
<li><strong>Telehealth:</strong> Wearable devices allow for constant monitoring of a patient and the detection of physiological changes that may provide early warning signs of an event such as an asthma attack.</li>
|
||
<li><strong>Clinical care:</strong> A large focus of AI in the healthcare sector is in clinical decision support systems, which use health observations and case knowledge to assist with treatment decisions.</li>
|
||
</ul>
|
||
</div>
|
||
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</div>
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</div>
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<div class="field--item"> <div id="pid-8526" class="paragraph paragraph--type--science-topic paragraph--view-mode--full">
|
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<h2>
|
||
|
||
<div class="field field--name-field-science-topic-title field--type-string field--label-hidden field__item"> How are NIBIB-funded researchers using AI in their biomedical research?</div>
|
||
</h2>
|
||
|
||
|
||
<div class="field field--name-field-science-topic-description field--type-text-long field--label-hidden field__item"><h4>Early diagnosis of Alzheimer’s disease (AD) using analysis of brain networks</h4>
|
||
<p>AD-related neurological degeneration begins long before the appearance of clinical symptoms. Information provided by functional MRI (fMRI) neuroimaging data, which can detect changes in brain tissue during the early phases of AD, holds potential for early detection and treatment. The researchers are combining the ability of fMRI to detect subtle brain changes with the ability of machine learning to analyze multiple brain changes over time. This approach aims to improve early detection of AD, as well as other neurological disorders including schizophrenia, autism, and multiple sclerosis.</p>
|
||
<h4>Prediction of blood glucose levels using wearable sensors</h4>
|
||
<p>NIBIB-funded researchers are building machine learning models to better manage blood glucose levels by using data obtained from wearable sensors. New portable sensing technologies provide continuous measurements that include heart rate, skin conductance, temperature, and body movements. The data will be used to train an artificial intelligence network to help predict changes in blood glucose levels before they occur. Anticipating and preventing blood glucose control problems will enhance patient safety and reduce costly complications.</p>
|
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<figure role="group" class="align-left">
|
||
<img alt="Artistic depiction of deep neural network" data-entity-type="file" data-entity-uuid="1af460f4-b007-49ae-8be0-200f21e3cd2d" height="251" src="/sites/default/files/inline-images/AI%20picture.jpg" width="305"></p>
|
||
<figcaption>Artistic depiction of a deep neural network reconstructing a histopathology slide to reveal microscopic features of human tissue. <em>Credit: Ozcan Lab, UCLA</em></figcaption>
|
||
</figure>
|
||
<h4>Enhanced image analysis for improved colorectal cancer screening</h4>
|
||
<p>This project aims to develop an advanced image scanning system with high detection sensitivity and specificity for colon cancers. The researchers will develop deep neural networks that can analyze a wider field on the radiographic images obtained during surgery. The wider scans will include the suspected lesion areas and more surrounding tissue. The neural networks will compare patient images with images of past diagnosed cases. The system is expected to outperform current computer-aided systems in the diagnosis of colorectal lesions. Broad adoption could advance the prevention and early diagnosis of cancer.</p>
|
||
<h4>Smart clothing to reduce low back pain</h4>
|
||
<p>Smart, cyber-physically assistive clothing (CPAC) is being developed in an effort to reduce the high prevalence of low back pain. Forces on back muscles and discs that occur during daily tasks are major risk factors for back pain and injury. The researchers are gathering a public data set of more than 500 movements measured from each subject to inform a machine learning algorithm. The information will be used to develop assistive clothing that can detect unsafe conditions and intervene to protect low back health. The long-term vision is to create smart clothing that can monitor lumbar loading; train safe movement patterns; directly assist wearers to reduce incidence of low back pain; and reduce costs related to health care expenses and missed work.</p>
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<p><span><img alt="download icon" src="/themes/custom/nibib/src/images/science-education/Folder_Download_Icon.png"></span> <a href="/sites/default/files/2020-09/Science_Topics_Fact_Sheets.zip">View and Download Science Topic Fact Sheets (PDFs)</a></p>
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