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A Competency Framework for Medical AI Education: Mixed Methods Study.

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Title: A Competency Framework for Medical AI Education: Mixed Methods Study.
Authors: Cai C; Lee Kong Chian School of Medicine, Nanyang Technological University, 50 Nanyang Avenue, Singapore, Singapore, 65 82634539.; National Health Group, Singapore, Singapore., Zhu G; National Institute of Education, Nanyang Technological University, Singapore, Singapore., Zhou SM; Center for Health Technology, Faculty of Health, University of Plymouth, Plymouth, United Kingdom., Ng O; Lee Kong Chian School of Medicine, Nanyang Technological University, 50 Nanyang Avenue, Singapore, Singapore, 65 82634539.; National Health Group, Singapore, Singapore., Duell J; School of Computing and Digital Technologies, Sheffield Hallam University, Sheffield, United Kingdom.; Centre of Excellence in AI and Robotics, Sheffield Hallam University, Sheffield, United Kingdom., Ho WK; National Institute of Education, Nanyang Technological University, Singapore, Singapore., Chen DM; Lee Kong Chian School of Medicine, Nanyang Technological University, 50 Nanyang Avenue, Singapore, Singapore, 65 82634539., Lee B; Lee Kong Chian School of Medicine, Nanyang Technological University, 50 Nanyang Avenue, Singapore, Singapore, 65 82634539.; Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.; Infectious Disease Labs (ID Labs), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Li F; College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore., Liu S; College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore., Sudarshan V; College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore., Wang LR; College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore.; Centre for Frontier AI Research, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore., Choi C; College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore., Fan X; Lee Kong Chian School of Medicine, Nanyang Technological University, 50 Nanyang Avenue, Singapore, Singapore, 65 82634539.; National Health Group, Singapore, Singapore.; College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore.; Centre of AI in Medicine, Nanyang Technological University, Singapore, Singapore.
Source: JMIR medical education [JMIR Med Educ] 2026 May 20; Vol. 12, pp. e91116. Date of Electronic Publication: 2026 May 20.
Publication Type: Journal Article
Journal Info: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 101684518 Publication Model: Electronic Cited Medium: Internet ISSN: 2369-3762 (Electronic) Linking ISSN: 23693762 NLM ISO Abbreviation: JMIR Med Educ Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Cai+C%22">Cai C</searchLink>; Lee Kong Chian School of Medicine, Nanyang Technological University, 50 Nanyang Avenue, Singapore, Singapore, 65 82634539.; National Health Group, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Zhu+G%22">Zhu G</searchLink>; National Institute of Education, Nanyang Technological University, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Zhou+SM%22">Zhou SM</searchLink>; Center for Health Technology, Faculty of Health, University of Plymouth, Plymouth, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Ng+O%22">Ng O</searchLink>; Lee Kong Chian School of Medicine, Nanyang Technological University, 50 Nanyang Avenue, Singapore, Singapore, 65 82634539.; National Health Group, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Duell+J%22">Duell J</searchLink>; School of Computing and Digital Technologies, Sheffield Hallam University, Sheffield, United Kingdom.; Centre of Excellence in AI and Robotics, Sheffield Hallam University, Sheffield, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Ho+WK%22">Ho WK</searchLink>; National Institute of Education, Nanyang Technological University, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Chen+DM%22">Chen DM</searchLink>; Lee Kong Chian School of Medicine, Nanyang Technological University, 50 Nanyang Avenue, Singapore, Singapore, 65 82634539.<br /><searchLink fieldCode="AU" term="%22Lee+B%22">Lee B</searchLink>; Lee Kong Chian School of Medicine, Nanyang Technological University, 50 Nanyang Avenue, Singapore, Singapore, 65 82634539.; Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.; Infectious Disease Labs (ID Labs), Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Li+F%22">Li F</searchLink>; College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Liu+S%22">Liu S</searchLink>; College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Sudarshan+V%22">Sudarshan V</searchLink>; College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Wang+LR%22">Wang LR</searchLink>; College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore.; Centre for Frontier AI Research, Agency for Science, Technology and Research (A*STAR), Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Choi+C%22">Choi C</searchLink>; College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Fan+X%22">Fan X</searchLink>; Lee Kong Chian School of Medicine, Nanyang Technological University, 50 Nanyang Avenue, Singapore, Singapore, 65 82634539.; National Health Group, Singapore, Singapore.; College of Computing and Data Science, Nanyang Technological University, Singapore, Singapore.; Centre of AI in Medicine, Nanyang Technological University, Singapore, Singapore.
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