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C. Drouot

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Open access Sep 2026

Assessment of Clinical Empathy by an LLM-as-a-Judge: Bias Patterns in ATENA and a Replicable Audit Protocol for Medical Simulation

Background: Automated assessment of relational competencies by large language models (LLMs) is gaining traction in medical education, yet its empirical reliability remains poorly documented. Methods: We evaluated ATENA, a GPT-3.5-Turbo virtual-patient simulator deployed at the Faculty of Medicine of Nice (France), in t...

C. Drouot, Alain Percivalle · 0 citations

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