Bridging the Gap: Integrating Artificial Intelligence into Medical Education
Main Article Content
Keywords
Artificial Intelligence, Medical Education, Technology Integration
Abstract
N/A
References
1. Deshmukh R, Rathi P. Artificial Intelligence in Medicine. J Assoc Physicians India. 2022;70(3):11-12.
2. Lu Y. Artificial intelligence: a survey on evolution, models, applications and future trends. Journal of Management Analytics. 2019;6(1):1-29. doi:https://doi.org/10.1080/23270012.2019.1570365
3. Lee D, Yoon SN. Application of Artificial Intelligence-Based Technologies in the Healthcare Industry: Opportunities and Challenges. International Journal of Environmental Research and Public Health. 2021;18(1):271. doi:https://doi.org/10.3390/ijerph18010271
4. Masters K. Artificial intelligence in medical education. Medical Teacher. 2019;41(9):976-980. doi:https://doi.org/10.1080/0142159x.2019.1595557
5. Han ER, Yeo S, Kim MJ, Lee YH, Park KH, Roh H. Medical education trends for future physicians in the era of advanced technology and artificial intelligence: an integrative review. BMC Med Educ. 2019;19(1):460. Published 2019 Dec 11. doi:10.1186/s12909-019-1891-5
6. Pappas M, Drigas A. Incorporation of Artificial Intelligence Tutoring Techniques in Mathematics. International Journal of Engineering Pedagogy (iJEP). 2016;6(4):12. doi:https://doi.org/10.3991/ijep.v6i4.6063
7. Lillehaug SI, Lajoie SP. AI in medical education—another grand challenge for medical informatics. Artificial Intelligence in Medicine. 1998;12(3):197-225. doi:https://doi.org/10.1016/s0933-3657(97)00054-7
8. Paranjape K, Schinkel M, Nannan Panday R, Car J, Nanayakkara P. Introducing Artificial Intelligence Training in Medical Education (Preprint). JMIR Medical Education. 2019;5(2). doi:https://doi.org/10.2196/16048
9. Chan KS, Zary N. Applications and Challenges of Implementing Artificial Intelligence in Medical Education: Integrative Review. JMIR Medical Education. 2019;5(1):e13930. doi:https://doi.org/10.2196/13930
10. Lee I, Perret B. Preparing High School Teachers to Integrate AI Methods into STEM Classrooms. Proceedings of the AAAI Conference on Artificial Intelligence. 2022;36(11):12783-12791. doi:https://doi.org/10.1609/aaai.v36i11.21557
11. Nagi F, Salih R, Alzubaidi M, et al. Applications of artificial intelligence (AI) in Medical Education: A scoping review. Studies in Health Technology and Informatics. Published online 2023. doi:10.3233/shti230581
12. Kolachalama VB, Garg PS. Machine learning and medical education. npj Digital Medicine. 2018;1(1). doi:https://doi.org/10.1038/s41746-018-0061-1
13. Goh PS, Sandars J. A vision of the use of technology in medical education after the COVID-19 pandemic. MedEdPublish. 2020;9(1). doi:https://doi.org/10.15694/mep.2020.000049.1
14. Hwang GJ, Xie H, Wah B, Gašević D. Vision, challenges, roles and research issues of Artificial Intelligence in Education. Computers and Education: Artificial Intelligence. 2020;1:100001. doi:https://doi.org/10.1016/j.caeai.2020.100001
15. Wartman SA. The Empirical Challenge of 21st Century Medical Education. Academic Medicine. Published online July 2019:1. doi:https://doi.org/10.1097/acm.0000000000002866
16. Zhang W, Cai M, Lee HJ, Evans R, Zhu C, Ming C. Ai in medical education: Global situation, effects and challenges. Education and Information Technologies. Published online 2023. doi:10.1007/s10639-023-12009-8
17. Ngo B, Nguyen D, vanSonnenberg E. The Cases for and against Artificial Intelligence in the Medical School Curriculum. Radiol Artif Intell. 2022 Aug 17;4(5):e220074. doi: 10.1148/ryai.220074. PMID: 36204540; PMCID: PMC9530767.
18. Pashkov VM, Harkusha AO, Harkusha YO. ARTIFICIAL INTELLIGENCE IN MEDICAL PRACTICE: REGULATIVE ISSUES AND PERSPECTIVES. Wiad Lek. 2020;73(12 cz 2):2722-2727. PMID: 33611272.
19. Seth P, Hueppchen NA, Miller SD, et al. Data science as a core competency in undergraduate medical education in the age of AI in healthcare (Preprint). JMIR medical education. 2023;9:e46344-e46344. doi:https://doi.org/10.2196/46344
20. Grunhut J, Wyatt AT, Marques O. Educating Future Physicians in Artificial Intelligence (AI): An Integrative Review and Proposed Changes. Journal of Medical Education and Curricular Development. 2021;8:238212052110368. doi:https://doi.org/10.1177/23821205211036836
21. Srivastava TK, Waghmare L. Implications of Artificial Intelligence (AI) on Dynamics of Medical Education and Care: A Perspective. JOURNAL OF CLINICAL AND DIAGNOSTIC RESEARCH. Published online 2020. doi:https://doi.org/10.7860/jcdr/2020/43293.13565
22. Feng S, Shen Y. ChatGPT and the Future of Medical Education. Academic Medicine. 2023;Publish Ahead of Print. doi:https://doi.org/10.1097/acm.0000000000005242
23. Ngo B, Nguyen D, vanSonnenberg E. Artificial Intelligence: Has Its Time Come for Inclusion in Medical School Education? Maybe…Maybe Not. MedEdPublish. 2021;10(1). doi:https://doi.org/10.15694/mep.2021.000131.1
24. Leimanis A, Palkova K. Ethical Guidelines for Artificial Intelligence in Healthcare from the Sustainable Development Perspective. European Journal of Sustainable Development. 2021;10(1):90. doi:https://doi.org/10.14207/ejsd.2021.v10n1p90
2. Lu Y. Artificial intelligence: a survey on evolution, models, applications and future trends. Journal of Management Analytics. 2019;6(1):1-29. doi:https://doi.org/10.1080/23270012.2019.1570365
3. Lee D, Yoon SN. Application of Artificial Intelligence-Based Technologies in the Healthcare Industry: Opportunities and Challenges. International Journal of Environmental Research and Public Health. 2021;18(1):271. doi:https://doi.org/10.3390/ijerph18010271
4. Masters K. Artificial intelligence in medical education. Medical Teacher. 2019;41(9):976-980. doi:https://doi.org/10.1080/0142159x.2019.1595557
5. Han ER, Yeo S, Kim MJ, Lee YH, Park KH, Roh H. Medical education trends for future physicians in the era of advanced technology and artificial intelligence: an integrative review. BMC Med Educ. 2019;19(1):460. Published 2019 Dec 11. doi:10.1186/s12909-019-1891-5
6. Pappas M, Drigas A. Incorporation of Artificial Intelligence Tutoring Techniques in Mathematics. International Journal of Engineering Pedagogy (iJEP). 2016;6(4):12. doi:https://doi.org/10.3991/ijep.v6i4.6063
7. Lillehaug SI, Lajoie SP. AI in medical education—another grand challenge for medical informatics. Artificial Intelligence in Medicine. 1998;12(3):197-225. doi:https://doi.org/10.1016/s0933-3657(97)00054-7
8. Paranjape K, Schinkel M, Nannan Panday R, Car J, Nanayakkara P. Introducing Artificial Intelligence Training in Medical Education (Preprint). JMIR Medical Education. 2019;5(2). doi:https://doi.org/10.2196/16048
9. Chan KS, Zary N. Applications and Challenges of Implementing Artificial Intelligence in Medical Education: Integrative Review. JMIR Medical Education. 2019;5(1):e13930. doi:https://doi.org/10.2196/13930
10. Lee I, Perret B. Preparing High School Teachers to Integrate AI Methods into STEM Classrooms. Proceedings of the AAAI Conference on Artificial Intelligence. 2022;36(11):12783-12791. doi:https://doi.org/10.1609/aaai.v36i11.21557
11. Nagi F, Salih R, Alzubaidi M, et al. Applications of artificial intelligence (AI) in Medical Education: A scoping review. Studies in Health Technology and Informatics. Published online 2023. doi:10.3233/shti230581
12. Kolachalama VB, Garg PS. Machine learning and medical education. npj Digital Medicine. 2018;1(1). doi:https://doi.org/10.1038/s41746-018-0061-1
13. Goh PS, Sandars J. A vision of the use of technology in medical education after the COVID-19 pandemic. MedEdPublish. 2020;9(1). doi:https://doi.org/10.15694/mep.2020.000049.1
14. Hwang GJ, Xie H, Wah B, Gašević D. Vision, challenges, roles and research issues of Artificial Intelligence in Education. Computers and Education: Artificial Intelligence. 2020;1:100001. doi:https://doi.org/10.1016/j.caeai.2020.100001
15. Wartman SA. The Empirical Challenge of 21st Century Medical Education. Academic Medicine. Published online July 2019:1. doi:https://doi.org/10.1097/acm.0000000000002866
16. Zhang W, Cai M, Lee HJ, Evans R, Zhu C, Ming C. Ai in medical education: Global situation, effects and challenges. Education and Information Technologies. Published online 2023. doi:10.1007/s10639-023-12009-8
17. Ngo B, Nguyen D, vanSonnenberg E. The Cases for and against Artificial Intelligence in the Medical School Curriculum. Radiol Artif Intell. 2022 Aug 17;4(5):e220074. doi: 10.1148/ryai.220074. PMID: 36204540; PMCID: PMC9530767.
18. Pashkov VM, Harkusha AO, Harkusha YO. ARTIFICIAL INTELLIGENCE IN MEDICAL PRACTICE: REGULATIVE ISSUES AND PERSPECTIVES. Wiad Lek. 2020;73(12 cz 2):2722-2727. PMID: 33611272.
19. Seth P, Hueppchen NA, Miller SD, et al. Data science as a core competency in undergraduate medical education in the age of AI in healthcare (Preprint). JMIR medical education. 2023;9:e46344-e46344. doi:https://doi.org/10.2196/46344
20. Grunhut J, Wyatt AT, Marques O. Educating Future Physicians in Artificial Intelligence (AI): An Integrative Review and Proposed Changes. Journal of Medical Education and Curricular Development. 2021;8:238212052110368. doi:https://doi.org/10.1177/23821205211036836
21. Srivastava TK, Waghmare L. Implications of Artificial Intelligence (AI) on Dynamics of Medical Education and Care: A Perspective. JOURNAL OF CLINICAL AND DIAGNOSTIC RESEARCH. Published online 2020. doi:https://doi.org/10.7860/jcdr/2020/43293.13565
22. Feng S, Shen Y. ChatGPT and the Future of Medical Education. Academic Medicine. 2023;Publish Ahead of Print. doi:https://doi.org/10.1097/acm.0000000000005242
23. Ngo B, Nguyen D, vanSonnenberg E. Artificial Intelligence: Has Its Time Come for Inclusion in Medical School Education? Maybe…Maybe Not. MedEdPublish. 2021;10(1). doi:https://doi.org/10.15694/mep.2021.000131.1
24. Leimanis A, Palkova K. Ethical Guidelines for Artificial Intelligence in Healthcare from the Sustainable Development Perspective. European Journal of Sustainable Development. 2021;10(1):90. doi:https://doi.org/10.14207/ejsd.2021.v10n1p90