Northwestern University resource and education development initiatives to advance collaborative artificial intelligence across the learning health system.

Autor:	Luo Y; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Division of Health and Biomedical Informatics, Department of Preventive Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA., Mao C; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Division of Health and Biomedical Informatics, Department of Preventive Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA., Sanchez-Pinto LN; Division of Health and Biomedical Informatics, Department of Preventive Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA.; Division of Critical Care, Department of Pediatrics Northwestern University Feinberg School of Medicine Chicago Illinois USA.; Stanley Manne Children's Research Institute Ann & Robert H. Lurie Children's Hospital of Chicago Chicago Illinois USA., Ahmad FS; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Division of Cardiology, Department of Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA., Naidech A; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Division of Neurocritical Care, Department of Neurology Northwestern University Feinberg School of Medicine Chicago Illinois USA., Rasmussen L; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Division of Health and Biomedical Informatics, Department of Preventive Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA., Pacheco JA; Center for Genetic Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA., Schneider D; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA., Mithal LB; Stanley Manne Children's Research Institute Ann & Robert H. Lurie Children's Hospital of Chicago Chicago Illinois USA.; Division of Infectious Diseases, Department of Pediatrics Northwestern University Feinberg School of Medicine Chicago Illinois USA., Dresden S; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Department of Emergency Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA., Holmes K; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Division of Health and Biomedical Informatics, Department of Preventive Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA.; Galter Health Sciences Library Northwestern University Feinberg School of Medicine Chicago Illinois USA., Carson M; Galter Health Sciences Library Northwestern University Feinberg School of Medicine Chicago Illinois USA., Shah SJ; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Division of Cardiology, Department of Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA., Khan S; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Department of Surgery Northwestern University Feinberg School of Medicine Chicago Illinois USA., Clare S; Department of Surgery Northwestern University Feinberg School of Medicine Chicago Illinois USA., Wunderink RG; Division of Critical Care, Department of Pediatrics Northwestern University Feinberg School of Medicine Chicago Illinois USA.; Pulmonary and Critical Care Division, Department of Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA., Liu H; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Department of Pharmacology Northwestern University Feinberg School of Medicine Chicago Illinois USA.; Division of Hematology and Oncology, Department of Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA., Walunas T; Division of Health and Biomedical Informatics, Department of Preventive Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA.; Division of General Internal Medicine, Department of Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA.; Center for Health Information Partnerships Institute for Public Health and Medicine, Northwestern University Chicago Illinois USA.; Department of Microbiology-Immunology Northwestern University Feinberg School of Medicine Chicago Illinois USA., Cooper L; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Division of Health and Biomedical Informatics, Department of Preventive Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA.; Department of Pathology Northwestern University Feinberg School of Medicine Chicago Illinois USA., Yue F; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Department of Pathology Northwestern University Feinberg School of Medicine Chicago Illinois USA.; Department of Biochemistry and Molecular Genetics Northwestern University Feinberg School of Medicine Chicago Illinois USA., Wehbe F; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Department of Surgery Northwestern University Feinberg School of Medicine Chicago Illinois USA., Fang D; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Department of Pathology Northwestern University Feinberg School of Medicine Chicago Illinois USA., Liebovitz DM; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Division of Health and Biomedical Informatics, Department of Preventive Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA.; Division of General Internal Medicine, Department of Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA.; Center for Health Information Partnerships Institute for Public Health and Medicine, Northwestern University Chicago Illinois USA., Markl M; Department of Radiology Northwestern University Feinberg School of Medicine Chicago Illinois USA., Michelson KN; Division of Critical Care, Department of Pediatrics Northwestern University Feinberg School of Medicine Chicago Illinois USA.; Stanley Manne Children's Research Institute Ann & Robert H. Lurie Children's Hospital of Chicago Chicago Illinois USA.; Center for Bioethics and Medical Humanities, Institute for Public Health and Medicine Northwestern University Chicago Illinois USA., McColley SA; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Stanley Manne Children's Research Institute Ann & Robert H. Lurie Children's Hospital of Chicago Chicago Illinois USA.; Division of Pulmonary and Sleep Medicine, Department of Pediatrics Northwestern University Feinberg School of Medicine Chicago Illinois USA., Green M; Division of General Internal Medicine, Department of Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA., Starren J; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Division of Health and Biomedical Informatics, Department of Preventive Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA., Ackermann RT; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Institute for Public Health and Medicine Northwestern University Chicago Illinois USA.; Division of General Internal Medicine, Department of Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA., D'Aquila RT; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Division of Infectious Diseases, Department of Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA., Adams J; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Department of Emergency Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA., Lloyd-Jones D; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Division of Epidemiology, Department of Preventive Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA., Chisholm RL; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Department of Surgery Northwestern University Feinberg School of Medicine Chicago Illinois USA.; Center for Health Information Partnerships Institute for Public Health and Medicine, Northwestern University Chicago Illinois USA., Kho A; Northwestern University Clinical and Translational Sciences Institute Chicago Illinois USA.; Institute for Augmented Intelligence in Medicine Northwestern University Chicago Illinois USA.; Division of Health and Biomedical Informatics, Department of Preventive Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA.; Division of General Internal Medicine, Department of Medicine Northwestern University Feinberg School of Medicine Chicago Illinois USA.; Center for Health Information Partnerships Institute for Public Health and Medicine, Northwestern University Chicago Illinois USA.
Jazyk:	angličtina
Zdroj:	Learning health systems [Learn Health Syst] 2024 Apr 15; Vol. 8 (3), pp. e10417. Date of Electronic Publication: 2024 Apr 15 (Print Publication: 2024).
DOI:	10.1002/lrh2.10417
Abstrakt:	Introduction: The rapid development of artificial intelligence (AI) in healthcare has exposed the unmet need for growing a multidisciplinary workforce that can collaborate effectively in the learning health systems. Maximizing the synergy among multiple teams is critical for Collaborative AI in Healthcare. Methods: We have developed a series of data, tools, and educational resources for cultivating the next generation of multidisciplinary workforce for Collaborative AI in Healthcare. We built bulk-natural language processing pipelines to extract structured information from clinical notes and stored them in common data models. We developed multimodal AI/machine learning (ML) tools and tutorials to enrich the toolbox of the multidisciplinary workforce to analyze multimodal healthcare data. We have created a fertile ground to cross-pollinate clinicians and AI scientists and train the next generation of AI health workforce to collaborate effectively. Results: Our work has democratized access to unstructured health information, AI/ML tools and resources for healthcare, and collaborative education resources. From 2017 to 2022, this has enabled studies in multiple clinical specialties resulting in 68 peer-reviewed publications. In 2022, our cross-discipline efforts converged and institutionalized into the Center for Collaborative AI in Healthcare. Conclusions: Our Collaborative AI in Healthcare initiatives has created valuable educational and practical resources. They have enabled more clinicians, scientists, and hospital administrators to successfully apply AI methods in their daily research and practice, develop closer collaborations, and advanced the institution-level learning health system. Competing Interests: This work was supported by the grants from the National Institutes of Health (NIH) Yuan Luo, Kristi Holmes, Luke Rasmussen, Andrew Naidech, Lazaro Sanchez‐Pinto, Richard Wunderink, Jennifer Pacheco, Matthew Carson, Susan Clare. Kristi Holmes is a member of Learning Health Systems Editorial Board. Donald Lloyd‐Jones serves as a board member of the American Heart Association. Michael Markl receives grant support by Siemens and Circle Cardiovascular Imaging; co‐founder and co‐owner of Third Coast Dynamics. Susanna McColley reports grants from the NIH National Center for Advancing Translational Science, the Centers for Disease Control and Prevention, the Cystic Fibrosis Foundation, and the Rosenau Family Research Foundation. She receives compensation as an advisor to Vertex Pharmaceuticals, Inc. Huiping Liu is the scientific co‐founder of ExoMira Medicine. Justin Starren reports grants from the NIH and Greenwall Foundation. Theresa Walunas receives research funding from Gilead Sciences. Kelly Michelson reports grants from the NIH, Greenwall Foundation, and the Patient‐Centered Outcomes Research Institute. Richard D’Aquila reports grants from the NIH, serving on external advisory boards for NIH‐funded projects, serving on the NIAID AIDS Research Advisory Council, and serving on the editorial board of the Journal of Clinical Investigation. Abel Kho is an advisor to Datavant. Sanjiv Shah is supported by grants from the NIH and AHA. Lee Cooper reports grants from the NIH and has invention disclosures registered at the Northwestern Office of Innovation and New Ventures, consults for Tempus, and advises Veracyte and Targeted Bioscience. Feng Yue is supported by grants from NIH and is a co‐founder of Sariant Therapeutics, Inc. Deyu Fang is co‐founder of ExoMira Medicine. Ronald Ackermann is supported by grants from the NIH, CDC, and the UnitedHealth Group. (© 2024 The Authors. Learning Health Systems published by Wiley Periodicals LLC on behalf of University of Michigan.)
Databáze:	MEDLINE
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