Teaching Clinical Reasoning in Health Care Professions Learners Using AI-Generated Script Concordance Tests: Mixed Methods Formative Evaluation

This is among the first studies to demonstrate that trained generative AI models can reliably simulate expert clinical reasoning within a script-concordance framework. The findings suggest that AI can both streamline SCT design and offer educationally valuable feedback without compromising authenticity. Future studies should explore longitudinal effects on learning and assess how hybrid models (human and AI) can optimize reasoning instruction in medical education.

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Publication Details

Journal
JMIR Formative Research
Published
2025-11-10
DOI
https://doi.org/10.2196/76618
Citations
1
Primary Topic
Clinical Reasoning and Diagnostic Skills
Type
article
Field-Weighted Citation Impact
1.52
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article

Teaching Clinical Reasoning in Health Care Professions Learners Using AI-Generated Script Concordance Tests: Mixed Methods Formative Evaluation

René Wittmer, Véronique Phan, Bernard Charlin, Alexandre Hudon
1 citations
JMIR Formative Research
Clinical Reasoning and Diagnostic Skills
1.52
article

Teaching Clinical Reasoning in Health Care Professions Learners Using AI-Generated Script Concordance Tests: Mixed Methods Formative Evaluation

René Wittmer, Véronique Phan, Bernard Charlin, Alexandre Hudon
article en
1 citations

Abstract

This is among the first studies to demonstrate that trained generative AI models can reliably simulate expert clinical reasoning within a script-concordance framework. The findings suggest that AI can both streamline SCT design and offer educationally valuable feedback without compromising authenticity. Future studies should explore longitudinal effects on learning and assess how hybrid models (human and AI) can optimize reasoning instruction in medical education.

JMIR Formative ResearchVol. 9
Université du Québec à Montréal (CA), Institut national de psychiatrie légale Philippe-Pinel (CA), Centre Hospitalier Universitaire Sainte-Justine (CA), Institut Universitaire en Santé Mentale de Québec (CA), Institut universitaire en santé mentale de Montréal (CA), Université de Montréal (CA)
Openalex Percentile: Top 12%
Clinical Reasoning and Diagnostic Skills
1.52
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