Journal of Rural Medicine
Online ISSN : 1880-4888
Print ISSN : 1880-487X
ISSN-L : 1880-487X
Original article
Medical students’ perceptions of professional mission in an AI-driven healthcare future: a text mining analysis of reflective essays in Japan
Nobuyasu Komasawa, Masanao Yokohira
Author information
JOURNAL OPEN ACCESS

2025 Volume 20 Issue 4 Pages 294-301

Details
Abstract

Objective: As artificial intelligence (AI) technologies advance rapidly, their integration into healthcare is transforming the clinical practice landscape. This study aimed to evaluate how second-year medical students perceive their professional mission in an AI-integrated medical future, through a structured essay task, using text-mining analysis to identify emerging themes and attitudes.

Methods: A total of 105 second-year medical students at Kagawa university in Japan completed an essay titled “What is your mission in the AI-driven medical world?”. Responses were analyzed using KH Coder for frequency analysis, multidimensional scaling, and co-occurrence network mapping. Participants provided verbal informed consent and student anonymity was ensured.

Results: The most frequently used terms were medical, consider, think, doctor, AI, human, and patient. Three thematic clusters emerged: (1) career design, (2) AI and medicine, and (3) AI and human. Co-occurrence analysis revealed strong associations between “medical” and both “consider” and “patient”, while “patient” was linked to both “AI” and “human”, indicating thoughtful reflection on technology’s impact on patient care.

Conclusion: Second-year medical students in Japan demonstrated critical engagement with the concept of mission formation in the context of AI in healthcare. Their essays reflected a balance between optimism for technological advancement and concern for preserving human-centered care. These findings highlight the importance of implementing systematic career education and future-oriented thinking that is aligned with the characteristics of Generation Z learners.

Content from these authors
© 2025 by THE JAPANESE ASSOCIATION OF RURAL MEDICINE

この記事はクリエイティブ・コモンズ [表示 - 非営利 - 改変禁止 4.0 国際]ライセンスの下に提供されています。
https://creativecommons.org/licenses/by-nc-nd/4.0/deed.ja
Previous article Next article
feedback
Top