This paper is in the following e-collection/theme issue:

New Methods and Approaches in Medical Education (309) Artificial Intelligence (1714) Artificial Intelligence (AI) in Medical Education (122)

Published on in Vol 5, No 1 (2019): Jan-Jun

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/13930, first published .
Applications and Challenges of Implementing Artificial Intelligence in Medical Education: Integrative Review

Applications and Challenges of Implementing Artificial Intelligence in Medical Education: Integrative Review

Applications and Challenges of Implementing Artificial Intelligence in Medical Education: Integrative Review

Authors of this article:

Kai Siang Chan1 Author Orcid Image ;   Nabil Zary1, 2 Author Orcid Image
Article Authors Cited by (336) Tweetations (27) Metrics

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  248. Al Lawati A, Al Rawahi N, Waladwadi T, Almadailwi R, Alhabsi A, Al Lawati H, Al-Mahrouqi T, Al Sinawi H. Impostor phenomenon: a narrative review of manifestations, diagnosis, and treatment. Middle East Current Psychiatry 2025;32(1) View
  249. Zainal H, Xiao Hui X, Thumboo J, Kok Yong F. Organizational Leaders’ Views on Digital Health Competencies in Medical Education: Qualitative Semistructured Interview Study. JMIR Medical Education 2025;11:e64768 View
  250. Godwin R, Tung A, Berkowitz D, Melvin R. Transforming Physiology and Healthcare through Foundation Models. Physiology 2025;40(3):233 View
  251. Dearani J, Mavroudis C. The Emerging Influence of Artificial Intelligence on Traditional Medical Textbooks. The Annals of Thoracic Surgery 2025 View
  252. Pérez Gamboa A. Interdisciplinary collaboration in medical education: intersections between educational psychology and health sciences. Seminars in Medical Writing and Education 2023;2:210 View
  253. Li R, Liu G, Zhang M, Rong D, Su Z, Shan Y, Lu J. Integration of artificial intelligence in radiology education: a requirements survey and recommendations from faculty radiologists, residents, and medical students. BMC Medical Education 2025;25(1) View
  254. Zhang Q, Wang S, Wang X, Xu C, Liang J, Liu Z. Advancing ophthalmology with large language models: Applications, challenges, and future directions. Survey of Ophthalmology 2025 View
  255. Sajjad W, Inam A, Ahmed B, Zahir M, Mujtaba A, Khan Z, Saddique M, Iqbal J, Nasrallah J. Knowledge, attitude, and practices regarding use of artificial intelligence for medical writings among doctors of Khyber Pakhtunkhwa, Pakistan: a cross-sectional study. Annals of Medicine & Surgery 2025;87(3):1190 View
  256. Ahmed M, Huang F, Chow C. Echoing Intelligence: Assessing the Capabilities of a Novel Generative AI With a Large Language Model in Cardiology Education. CJC Open 2025 View
  257. Qaladi O, Alshammari M, Abdulrahim Almalki A, Alamri M. Artificial intelligence (AI) in nursing administration: Challenges and opportunities. PLOS ONE 2025;20(4):e0319588 View
  258. Mohammadi Z, Mojtahedzadeh R, Najimi A, Alizadeh M, Mohammadi A. Identifying key drivers affecting the future of virtual reality in medical education. Journal of Education and Health Promotion 2025;14(1) View
  259. Triola M, Rodman A. Integrating Generative Artificial Intelligence Into Medical Education: Curriculum, Policy, and Governance Strategies. Academic Medicine 2025;100(4):413 View
  260. Deichsel A, Öttl F, Pawelczyk J, Usov L, Haffer H. Künstliche Intelligenz in der chirurgischen Weiterbildung. Die Unfallchirurgie 2025 View
  261. Lahat R, Berick N, Hajouj M, Teitelbaum T, Shochat I. AIAIAI: AI insights on amassing influence in AI-related publications – an AI-assisted retrospective analysis into AI-related publication. BMJ Health & Care Informatics 2025;32(1):e101244 View
  262. Rehman S, Ali M, Cheema E, Shanzeh A. Exploring the perceptions and experiences of pharmacy students about formative and summative OSCE incorporating AI in preparatory process: A mixed-methods study. Currents in Pharmacy Teaching and Learning 2025;17(6):102348 View
  263. Berikol G, Kanbakan A, Ilhan B, Doğanay F. Mapping artificial intelligence models in emergency medicine: A scoping review on artificial intelligence performance in emergency care and education. Turkish Journal of Emergency Medicine 2025;25(2):67 View
  264. Sunmboye K, Strafford H, Noorestani S, Wilison-Pirie M. Exploring the influence of artificial intelligence integration on personalized learning: a cross-sectional study of undergraduate medical students in the United Kingdom. BMC Medical Education 2025;25(1) View
  265. Yao M, Huang L, Leventhal E, Sun C, Stephen S, Liou L. Leveraging Datathons to Teach AI in Undergraduate Medical Education: Case Study. JMIR Medical Education 2025;11:e63602 View
  266. Norouzi A, Shabani M, Taheri Kharameh Z. Artificial intelligence: A potential strategy to change the future of medical education. Payesh (Health Monitor) Journal 2025;24(1):139 View
  267. Yang B, Zhou F, Bai N, Zhou S, Luo C, Wang Q, Wong A, Lin F. Digital and Intelligence Education in Medicine: A Bibliometric and Visualization Analysis Using CiteSpace and VOSviewer. Frontiers of Digital Education 2025;2(1) View
  268. Duan S, Liu C, Rong T, Zhao Y, Liu B. Integrating AI in medical education: a comprehensive study of medical students’ attitudes, concerns, and behavioral intentions. BMC Medical Education 2025;25(1) View
  269. Joseph T, Gowrie S, Montalbano M, Bandelow S, Clunes M, Dumont A, Iwanaga J, Tubbs R, Loukas M. The Roles of Artificial Intelligence in Teaching Anatomy: A Systematic Review. Clinical Anatomy 2025 View
  270. Höhne E, Bauer E, Bauer C, Schäfer V, Gotta J, Reschke P, Vogl T, Yel I, Weimer J, Wittek A, Recker F. A Comparative Bicentric Study on Ultrasound Education for Students: App- and AI-Supported Learning Versus Traditional Hands-on Instruction (AI-Teach Study). Academic Radiology 2025 View
  271. Tolentino R, Hersson-Edery F, Yaffe M, Abbasgholizadeh-Rahimi S. AIFM-ed Curriculum Framework for Postgraduate Family Medicine Education on Artificial Intelligence: Mixed Methods Study. JMIR Medical Education 2025;11:e66828 View
  272. Costa-Dookhan K, Adirim Z, Maslej M, Donner K, Rodak T, Soklaridis S, Sockalingam S, Thakur A. Applications of Artificial Intelligence for Nonpsychomotor Skills Training in Health Professions Education: A Scoping Review. Academic Medicine 2025;100(5):635 View
  273. Yousef M, Deeb S, Alhashlamon K. AI usage among medical students in Palestine: a cross-sectional study and demonstration of AI-assisted research workflows. BMC Medical Education 2025;25(1) View

Books/Policy Documents

  1. Miller D, Wood E. Human-Machine Shared Contexts. View
  2. Cloude E, Ballelos N, Azevedo R, Castiglioni A, LaRochelle J, Andrews A, Hernandez C. Artificial Intelligence in Education. View
  3. Davids J, Ashrafian H. Artificial Intelligence in Medicine. View
  4. Pimienta Rodríguez S, Díaz-López M. Technology-Enabled Innovations in Education. View
  5. Kulkarni P, Gokhale P, Appasaba L, Lakshminarayana K, Tigadi B. ICT Systems and Sustainability. View
  6. Du X, Breazeal C. Preparing Pre-Service Teachers to Integrate Technology in K-12 Classrooms. View
  7. Davids J, Ashrafian H. Artificial Intelligence in Medicine. View
  8. Ng D, Leung J, Su M, Yim I, Qiao M, Chu S. AI Literacy in K-16 Classrooms. View
  9. Patel V, Dev P. Intelligent Systems in Medicine and Health. View
  10. Arango-Caro S, Walsh L, Wester E, Callis-Duehl K. Technologies in Biomedical and Life Sciences Education. View
  11. Ellaway R. Researching Medical Education. View
  12. Cher P, Lee J, Bello F. Artificial Intelligence in Education. View
  13. Yang X, Yang C. 6GN for Future Wireless Networks. View
  14. Chui K, Lytras M, Visvizi A, Sarirete A. Artificial Intelligence and Big Data Analytics for Smart Healthcare. View
  15. Kolog E, Odoi Devine S, Egala S, Amponsah R, Budu J, Farinloye T. Management and Information Technology in the Digital Era. View
  16. Huang J. Pedagogical Responsiveness in Complex Contexts. View
  17. Young K. Intelligence-Based Cardiology and Cardiac Surgery. View
  18. P. Stawicki S, J. Papadimos T, Salibi M, Pappada S. Artificial Intelligence in Medicine and Surgery - An Exploration of Current Trends, Potential Opportunities, and Evolving Threats - Volume 1. View
  19. Lakshminarayana K, Kulkarni P, Gokhale P, Appasaba L, Tigadi B. Advances in Computing and Information. View
  20. Upreti K, Haque M, Vats P, Mittal S, Parashar J, Pawar V. Information Systems for Intelligent Systems. View
  21. Younas A. Impact of Digitalization on Reporting, Tax Avoidance, Accounting, and Green Finance. View
  22. Upreti K, Poonia R, Verma A, Divakaran P, Mittal S, Vats P, Biswas S. Advances in Data-Driven Computing and Intelligent Systems. View
  23. Wojda T, Hoffman C, Kindler K, Desai A, Visweswaran S. Artificial Intelligence in Medicine and Surgery - An Exploration of Current Trends, Potential Opportunities, and Evolving Threats - Volume 2. View
  24. Ahmed S, Zaki A, Bentley Y. Utilizing AI for Assessment, Grading, and Feedback in Higher Education. View
  25. Rojas L, Méndez Á. Good Practices and New Perspectives in Information Systems and Technologies. View
  26. Coccia M. Digital Entrepreneurship. View
  27. Rajendran R, Subramanian Y, Poddar S, Geetha V. Integrating Generative AI in Education to Achieve Sustainable Development Goals. View
  28. Pears M, Konstantinidis S. Disruptive Technologies in Education and Workforce Development. View
  29. Kolpashchikov D, Gerget O, Meshcheryakov R. Advances in Intelligent Healthcare Delivery and Management. View
  30. A. Gould J, P. Stawicki S, Yimeng Lee R, Ng-Pellegrino A. Artificial Intelligence in Medicine and Surgery - An Exploration of Current Trends, Potential Opportunities, and Evolving Threats - Volume 2. View
  31. . AI-Driven Learning and Engagement in Higher Education. View
  32. Mansour N, Msheik El-Khoury F, Zaatari G, Harb M. Higher Education in the Arab World. View
  33. Canelas-Pais M, Coutinho Almeida J, Magalhães Araujo S, Maia Rafael F, Cruz-Correia R, Pereira Rodrigues P. Artificial Intelligence for Drug Product Lifecycle Applications. View
  34. Marengo A, Pange P. Creative Approaches to Technology-Enhanced Learning for the Workplace and Higher Education. View
  35. Yambo J. Artificial Intelligence, Digital Learning, and Leadership. View
  36. Ansar M, Ashok M, Sneha N. Harnessing AI, Machine Learning, and IoT for Intelligent Business. View
  37. Deshmukh S, Kulkarni N, Manoharan A, Vinarski B, Ramanujam A. Artificial Intelligence in Urologic Malignancies. View
  38. Mahajan V, R. M. Improving Student Assessment With Emerging AI Tools. View
  39. Nawaz F, Opriessnig E, Usman F, Agrohi J, Arshad Z, Kashyap R, Anwar S. Precision Health in the Digital Age. View
  40. Çela E, Fonkam M, Vajjhala N, Vedishchev A. Next-Generation AI Methodologies in Education. View
  41. Jindal A, Kumar P, Mishra K. Information System Design: AI and ML Applications. View
  42. Galdames I. Perspectives and Trends in Education and Technology. View
  43. Areba G, Gisore B, Njurai E, Oranga J. Leadership Paradigms and the Impact of Technology. View
  44. Khan S. Fundamentals of AI for Medical Education, Research and Practice. View
  45. Khan S. Fundamentals of AI for Medical Education, Research and Practice. View
  46. Narasannagari L, Bhardwaj D. Harnessing AI and Machine Learning for Precision Wellness. View
  47. Storey V, Wagner A. AI Integration Into Andragogical Education. View
  48. Ouariach F, Nejjari A, Ouariach S, Khaldi M. Ethics and AI Integration Into Modern Classrooms. View
  49. Joshi S, Ramnath R. Digital Management and Artificial Intelligence. View

Conference Proceedings

  1. Viwatpinyo S, Phatchuay S. 2022 International Conference on Cybernetics and Innovations (ICCI). The Automatic Car to Implementation of Lane Detective using Raspberry Pi 3 Model B on OpenCV View
  2. Mon B, Wasfi A, Hayajneh M, Slim A. 2023 International Conference on Computing, Electronics & Communications Engineering (iCCECE). A Study on Role of Artificial Intelligence in Education View
  3. Upreti K, Vats P, Nasir M, Alam M, Shahi F, Kamal M. 2023 IEEE World Conference on Applied Intelligence and Computing (AIC). Managing the Ethical and Sociologically Aspects of AI Incorporation in Medical Healthcare in India: Unveiling the Conundrum View
  4. Saini A, Yadav R, Shekhawat S, Vats P, Yadav S, Singh A, Biswas S. 2023 International Conference on Data Science and Network Security (ICDSNS). AI in Healthcare: Navigating the Ethical, Legal, and Social Implications for Improved Patient Outcomes View
  5. Hind B, Serhier Z, Jallal M, Othmani M. 2023 IEEE 6th International Conference on Cloud Computing and Artificial Intelligence: Technologies and Applications (CloudTech). Artificial Intelligence: Perception, Attitudes and Use Among Students at the Casablanca Faculty of Medicine View
  6. Boesl D, Achtenberg T, Bergler L. 2023 IEEE International Conference on Teaching, Assessment and Learning for Engineering (TALE). Foundations of an AI-based, cross-plattform companion app for lifelong learning optimization View
  7. Tyagi S, Kargeti H, Rastogi N, Tiwari R, Anuj . 2023 International Conference on Advanced Computing & Communication Technologies (ICACCTech). “Exploring the Cognitive Framework: How Students Perceive AI in Financial Decision-Making” View
  8. Dar M, Khursheed T, Ahmad A, Fayaz R. 2024 11th International Conference on Computing for Sustainable Global Development (INDIACom). Unveiling Chat GPT’s Educational Prospects: A SWOT Analysis View
  9. Manoj R, G N. 2024 IEEE 12th Region 10 Humanitarian Technology Conference (R10-HTC). A Comprehensive Investigation on Leveraging Generative AI and Large Language Models in the Healthcare Domain View
  10. Bösl D, Achtenberg T. 2024 21st International Conference on Information Technology Based Higher Education and Training (ITHET). Lifelong Learning Companion: Development Milestones in an AI-Based, Cross-Platform Companion App for Lifelong Learning Optimization View
  11. Gupta A, R M, Gupta D. 2024 2nd DMIHER International Conference on Artificial Intelligence in Healthcare, Education and Industry (IDICAIEI). Artificial Intelligence in Enhancing Quality of Education: SEM Approach View
  12. Sravanthi G, Kumar C, Sampoorna B, Lavanya R, Kumari M, Imtyaz Ahmed M. 2024 Second International Conference Computational and Characterization Techniques in Engineering &amp; Sciences (IC3TES). Implementation of Artificial Intelligence in Medical Electronic Communication Technology View
  13. Upreti K, Divakaran P, Chaturvedi V, Upreti S, Vats P, Goyal K. 2025 International Conference on Intelligent Control, Computing and Communications (IC3). A Comprehensive Study for Application of Blockchain Technologies for the Decentralized Grid Utilization Possibilities View
  14. Weng T, Chen X. Proceedings of the 2024 8th International Conference on Education and Multimedia Technology. A Quiz System for Online Medical Device Identification on APP View