Generative AI for clinical reasoning: A scoping review

Ying Mei Liu, Chang Chuan Chou, Tang Her Jaing, Chizimuzo T.C. Okoli

Research output: Contribution to journalReview articlepeer-review

Abstract

Objectives: To explore how generative artificial intelligence (AI) supports clinical reasoning development through simulation-based teaching in undergraduate health professions education. Design: Scoping review. Data Sources: CINAHL, ERIC, PubMed, ScienceDirect, and Web of Science databases. Review Methods: A systematic search was conducted to identify studies exploring the integration of generative AI in simulation-based learning. Inclusion criteria focused on undergraduate health professions education and clinical reasoning outcomes. Results: Six studies with a total of 492 participants met the inclusion criteria. Generative AI was used to create simulation scenarios, virtual patients, provide feedback, analyze student performance, and support inquiry-based learning. Four studies reported significantly improved clinical reasoning outcomes with AI-assisted teaching. One study reported the comparability between AI-generated feedback and expert feedback, though expert input remained superior in complex cases. Conclusions: The integration of generative AI into simulation-based education is in its early stages. Most studies lacked theoretical frameworks and used diverse outcome measures, limiting comparability and generalizability. Future research should adopt theory-driven designs and standardized assessment tools to better evaluate the impact of generative AI on clinical reasoning development.

Original languageEnglish
JournalTeaching and Learning in Nursing
DOIs
StateAccepted/In press - 2025

Bibliographical note

Publisher Copyright:
© 2025 Organization for Associate Degree Nursing

Keywords

  • clinical reasoning
  • education
  • generative artificial intelligence
  • health
  • simulation

ASJC Scopus subject areas

  • Leadership and Management
  • Research and Theory
  • Fundamentals and skills

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