Author ORCID Identifier

 Tsai - https://orcid.org/0000-0001-9188-0362

Document Type

Conference Proceeding

Publication Date

8-7-2025

Publication Title

New Trends in Disruptive Technologies, Tech Ethics and Artificial Intelligence

Volume

DiTTET 2025

DOI

https://doi.org/10.1007/978-3-031-99474-6_6

Abstract

The integration of AI-powered agents in medical education offers a significant opportunity to enhance communication skills among future physicians. This study introduces a novel dual-agent AI system, leveraging large language models, to simulate realistic patient interactions during a neurology visit for memory loss and to evaluate communication proficiency. The patient simulator engages medical students in history-taking exercises, while the evaluator agent provides immediate, actionable insights and structured feedback directly aligned with the Core Entrustable Professional Activities (EPAs) framework. Findings from a participatory design process with three neuroscience experts indicate that while the agent effectively delivers medical information and fosters dialogue, limitations remain in maintaining nuanced contextual understanding and conveying empathetic responses. We discuss these limitations and propose refinements to the model and feedback mechanisms to enhance its educational efficacy. This research underscores the potential of dual AI agents in teaching crucial doctor-patient communication skills, contributing to the advancement of AI-assisted personalized medical education, and highlighting key areas for future development.

Comments

This version of the article has been accepted for publication, after peer review (when applicable) and is subject to Springer Nature’s AM terms of use, but is not the Version of Record and does not reflect post-acceptance improvements, or any corrections. The Version of Record is available online at: https://doi.org/10.1007/978-3-031-99474-6_6

Publisher holds a Bespoken License

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Available for download on Friday, August 07, 2026

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