1,830
Views
0
CrossRef citations to date
0
Altmetric
Research Article

Preparing healthcare leaders of the digital age with an integrative artificial intelligence curriculum: a pilot study

ORCID Icon, ORCID Icon, ORCID Icon, ORCID Icon, ORCID Icon, , ORCID Icon, , , , , & ORCID Icon show all
Article: 2315684 | Received 10 Oct 2023, Accepted 02 Feb 2024, Published online: 13 Feb 2024

References

  • Will ChatGPT transform healthcare? Nat Med. 2023 Mar 16;29(3):505–8. PubMed PMID: 36918736. doi: 10.1038/s41591-023-02289-5
  • Shen Y, Heacock L, Elias J, et al. ChatGPT and other large language models are double-edged swords. Radiology. 2023 Jan 27;307(2):e230163. PubMed PMID: 36700838. doi: 10.1148/radiol.230163
  • Abdullah R, Fakieh B. Health care employees’ perceptions of the use of artificial intelligence applications: survey study. J Med Internet Res. 2020 May 15;22(5):e17620. PubMed PMID: 32406857; PubMed Central PMCID: PMCPMC7256754. doi: 10.2196/17620
  • Dos Santos D P, Giese D, Brodehl S, et al. Medical students’ attitude towards artificial intelligence: a multicentre survey. Eur Radiol. 2019 cited 2018 July 08;29(4):1640–6. PubMed PMID: 29980928. doi: 10.1007/s00330-018-5601-1
  • Park SH, Do KH, Kim S, et al. What should medical students know about artificial intelligence in medicine? J Educ Eval Health Prof. 2019 July 19;16:18. PubMed PMID: 31319450; PubMed Central PMCID: PMCPMC6639123. doi: 10.3352/jeehp.2019.16.18
  • Ayers JW, Poliak A, Dredze M, et al. Comparing physician and artificial intelligence chatbot responses to patient questions posted to a public social media forum. JAMA Intern Med. 2023 Apr 28;183(6):589. PubMed PMID: 37115527. doi: 10.1001/jamainternmed.2023.1838
  • Frommeyer TC, Fursmidt RM, Gilbert MM, et al. The desire of medical students to integrate artificial intelligence into medical education: an opinion article. Front Digit Health. 2022 Jun 01;4: 831123. PubMed PMID: 35633734; PubMed Central PMCID: PMCPMC9135963. doi: 10.3389/fdgth.2022.831123
  • Li D, Kulasegaram K, Hodges BD. Why we needn’t fear the machines: opportunities for medicine in a machine learning world. Acad Med. 2019 Feb 16;94(5):623–5. PubMed PMID: 30768470. doi: 10.1097/ACM.0000000000002661
  • Lee J, Wu AS, Li D, et al. Artificial intelligence in undergraduate medical education: a scoping review. Acad Med. 2021 Aug 05;96(11S):S62–S70. PubMed PMID: 34348374. doi: 10.1097/ACM.0000000000004291
  • Chandrashekar P. A digital health preclinical requirement for medical students. Acad Med. 2019 May 29;94(6):749. PubMed PMID: 31136341. doi: 10.1097/ACM.0000000000002685
  • Khurana MP, Raaschou-Pedersen DE, Kurtzhals J, et al. Digital health competencies in medical school education: a scoping review and Delphi method study. BMC Med Educ. 2022 Feb 27;22(1):129. PubMed PMID: 35216611; PubMed Central PMCID: PMCPMC8881190. doi: 10.1186/s12909-022-03163-7
  • Parker MH, Price DA, Harris PG. Teaching of medical ethics: implications for an integrated curriculum. Med Educ. 1997 May 01;31(3):181–7. PubMed PMID: 9231135. doi: 10.1111/j.1365-2923.1997.tb02563.x
  • Lo C. Integrating nutrition as a theme throughout the medical school curriculum. Am J Clin Nutr. 2000 Sep 01;72(3 Suppl):882S–889S. PubMed PMID: 10966917. doi: 10.1093/ajcn/72.3.882s
  • Kolachalama VB, Garg PS. Machine learning and medical education. NPJ Digit Med. 2018 [cited 2019 July 16];1(1):54. PubMed PMID: 31304333; PubMed Central PMCID: PMCPMC6550167. doi: 10.1038/s41746-018-0061-1
  • Ngo B, Nguyen D, vanSonnenberg E. The cases for and against artificial intelligence in the medical school curriculum. Radiol Artif Intell. 2022 Oct 08;4(5):e220074. PubMed PMID: 36204540; PubMed Central PMCID: PMCPMC9530767. doi: 10.1148/ryai.220074
  • Yakar D, Ongena YP, Kwee TC, et al. Do people favor artificial intelligence over physicians? A survey among the general population and their view on artificial intelligence in medicine. Value Health. 2022;25(3):374–81. doi: 10.1016/j.jval.2021.09.004
  • Lindqwister AL, Hassanpour S, Lewis PJ, et al. AI-RADS: an artificial intelligence curriculum for residents. Acad Radiol. 2021 cited 2020 Oct 20;28(12):1810–1816. PubMed PMID: 33071185; PubMed Central PMCID: PMCPMC7563580. doi: 10.1016/j.acra.2020.09.017
  • Natarajan H, Xu S, Crowley AR, et al. Antibody attributes that predict the neutralization and effector function of polyclonal responses to SARS-CoV-2. BMC Immunol. 2022 Feb 18;23(1):7. PubMed PMID: 35172720; PubMed Central PMCID: PMCPMC8851712. doi: 10.1186/s12865-022-00480-w
  • Dunn J, Kidzinski L, Runge R, et al. Wearable sensors enable personalized predictions of clinical laboratory measurements. Nat Med. 2021 May 26;27(6):1105–12. PubMed PMID: 34031607; PubMed Central PMCID: PMCPMC8293303. doi: 10.1038/s41591-021-01339-0
  • Brown JR, Conley SM, Niles NW. 2nd predicting readmission or death after acute ST-elevation myocardial infarction. Clin Cardiol. 2013 Jun 12;36(10):570–5. PubMed PMID: 23754777; PubMed Central PMCID: PMCPMC5585865. doi: 10.1002/clc.22156
  • Tomita N, Tafe LJ, Suriawinata AA, et al. Predicting oncogene mutations of lung cancer using deep learning and histopathologic features on whole-slide images. Transl Oncol. 2022 July 30;24:101494. PubMed PMID: 35905641 PubMed Central PMCID: PMCPMC9334329 personal relationships that could have appeared to influence the work reported in this paper doi: 10.1016/j.tranon.2022.101494
  • Paranjape K, Schinkel M, Nannan Panday R, et al. Introducing artificial intelligence training in medical education. JMIR Med Educ. 2019 Dec 04;5(2):e16048. PubMed PMID: 31793895; PubMed Central PMCID: PMCPMC6918207. doi: 10.2196/16048
  • Law M, Veinot P, Campbell J, et al. Computing for medicine: can we prepare medical students for the future? Acad Med. 2019 cited 2018 Nov 16;94(3):353–7. PubMed PMID: 30431453; PubMed Central PMCID: PMCPMC6392202. doi: 10.1097/ACM.0000000000002521
  • McCoy LG, Nagaraj S, Morgado F, et al. What do medical students actually need to know about artificial intelligence? NPJ Digit Med. 2020 Jun 25;3(1):86. PubMed PMID: 32577533; PubMed Central PMCID: PMCPMC7305136. doi: 10.1038/s41746-020-0294-7
  • Sapci AH, Sapci HA. Artificial intelligence education and tools for medical and health informatics students: systematic review. JMIR Med Educ. 2020 July 01;6(1):e19285. PubMed PMID: 32602844; PubMed Central PMCID: PMCPMC7367541. doi: 10.2196/19285
  • Hu R, Fan KY, Pandey P, et al. Insights from teaching artificial intelligence to medical students in Canada. Commun Med (Lond). 2022 Jun 08;2(1):63. PubMed PMID: 35668847; PubMed Central PMCID: PMCPMC9166802. doi: 10.1038/s43856-022-00125-4
  • Fan KY, Hu R, Singla R. Introductory machine learning for medical students: a pilot. Med Educ. 2020 Aug 31;54(11):1042–3. PubMed PMID: 32862464. doi: 10.1111/medu.14318
  • Wartman SA, Combs CD. Reimagining medical education in the Age of AI. AMA J Ethics. 2019 Feb 23;21(2):E146–52. PubMed PMID: 30794124. doi: 10.1001/amajethics.2019.146
  • Chan KS, Zary N. Applications and challenges of implementing artificial intelligence in medical education: integrative review. JMIR Med Educ. 2019 Jun 15;5(1):e13930. PubMed PMID: 31199295; PubMed Central PMCID: PMCPMC6598417. doi: 10.2196/13930
  • Han ER, Yeo S, Kim MJ, et al. Medical education trends for future physicians in the era of advanced technology and artificial intelligence: an integrative review. BMC Med Educ. 2019 Dec 13;19(1):460. PubMed PMID: 31829208; PubMed Central PMCID: PMCPMC6907217. doi: 10.1186/s12909-019-1891-5