Ikuo Shimizu, Hajime Kasai, Kiyoshi Shikino, Nobuyuki Araki, Zaiya Takahashi, Misaki Onodera, Yasuhiko Kimura, Tomoko Tsukamoto, Kazuyo Yamauchi, Mayumi Asahina, Shoichi Ito, Eiryo Kawakami
Developing Medical Education Curriculum Reform Strategies to Address the Impact of Generative AI: Qualitative Study
JMIR medical education
systems fragmentation major challenge efficient organization integration potential solution also proposed health care field including pharmacy player however use different terms definitions literature hinders comparison different integration initiatives identify map terms used scientific literature regarding integration health care characterize emerging topic lexicographic analysis integration healthcare systems literature indexed pubmed conducted ten different systematic searches four using medical subject headings mesh six using text words conducted march 2023 journal scattering analyzed following bradfords distribution using leimkuhler model overall text corpus created titles abstracts records retrieved corpus lemmatized used bigrams tokenized single strings perform topic modeling lemmatized corpus text analyzed using iramuteq producing descending hierarchic classification correspondence analysis 50 words higher chisquare statistics class considered representative class total 42479 articles published 1943 2023 4469 different journals retrieved mesh delivery health care integrated created 1996 mesh update productive retrieving 337 total articles also retrieving 226 articles retrieved search text word integration appeared 15357 362 records lexicographic analysis resulted 7 classes named evidence implementation quantitative research professional education qualitative research governance leadership clinical research financial resources association classes searches textwords used ranged moderate weak demonstrating lack standard pattern use terms literature regarding healthcare integration term integration mesh delivery health care integrated used represent concept integration healthcare preferred terms literature