{"id":654,"date":"2024-10-01T22:11:56","date_gmt":"2024-10-01T22:11:56","guid":{"rendered":"https:\/\/www.isi.edu\/centers-ai4health\/?page_id=654"},"modified":"2024-10-01T23:48:50","modified_gmt":"2024-10-01T23:48:50","slug":"research","status":"publish","type":"page","link":"https:\/\/www.isi.edu\/centers-ai4health\/research\/","title":{"rendered":"Research"},"content":{"rendered":"\n\n\t<p>Our work covers many areas, below are some major themes of AI research that AI4Health focuses on.<\/p>\n<p>&nbsp;<\/p>\n<article>\n    <section><h2>Discovering causal links from wearable sensors and mobility data to predict behaviors and performance<\/h2><p>mental health, sports performance, diet and obesity<\/p><\/section>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ai4health\/wp-content\/uploads\/sites\/26\/2024\/10\/research-discovering-casual-links.jpg\" alt=\"Graphical readings for different types of sensors\"\/><\/section>\n<\/article>\n<article>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ai4health\/wp-content\/uploads\/sites\/26\/2024\/10\/research-generative-ai-xray.jpg\" alt=\"AI x-ray of kidneys\"\/><\/section>\n    <section><h2>Generative AI and foundation models for targeted domains and uses and for personalization<\/h2><p>psychiatry documentation, glaucoma detection, analysis of x-ray\/CT<\/p><\/section>\n<\/article>\n<article>\n    <section><h2>Knowledge graphs to characterize and organize diverse data and make connections to related information<\/h2><p>laboratory data collection, physician expertise, clinical trials<\/p><\/section>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ai4health\/wp-content\/uploads\/sites\/26\/2024\/10\/research-knowledge-graph.jpg\" alt=\"Knowledge Graph\"\/><\/section>\n<\/article>\n<article>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ai4health\/wp-content\/uploads\/sites\/26\/2024\/10\/research-social-media.jpg\" alt=\"Social media diagram\"\/><\/section>\n    <section><h2>Social media to understand human behavior: to characterize health attitudes, address science trust (eg vaccines), detect outbreaks<\/h2>\n<p>teen mental health, eating disorders, health misinformation, disease outbreaks <\/p>\n<\/section>\n<\/article>\n<article>\n    <section><h2>Learning about the physical world for efficient design and execution of complex treatment plans<\/h2>\n<p>automated generation of radiation plans<\/p>\n<\/section>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ai4health\/wp-content\/uploads\/sites\/26\/2024\/10\/research-medical-scan.jpg\" alt=\"Medical scan\"\/><\/section>\n<\/article>\n<article>\n    <section><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.isi.edu\/centers-ai4health\/wp-content\/uploads\/sites\/26\/2024\/10\/research-medical-data-cloud.jpg\" alt=\"Medical data cloud\"\/><\/section>\n    <section><h2>AI safety and privacy to ensure confidentiality, fairness, and transparency<\/h2>\n<p>federated learning with neuroscience studies, encryption of patient data<\/p>\n<\/section>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>Our work covers many areas, below are some major themes of AI research that AI4Health focuses on. &nbsp; Discovering causal links from wearable sensors and mobility data to predict behaviors and performance mental health, sports performance, diet and obesity Generative AI and foundation models for targeted domains and uses and for personalization psychiatry documentation, glaucoma&hellip;<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"news_source":"","news_author":"","external_news_link":"","footnotes":""},"class_list":["post-654","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Research - AI Research for Health<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.isi.edu\/centers-ai4health\/research\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Research - AI Research for Health\" \/>\n<meta property=\"og:description\" content=\"Our work covers many areas, below are some major themes of AI research that AI4Health focuses on. &nbsp; 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