Author

Byron Crowe

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#artificial intelligence Preprint Sep 2026

Scaling Clinical Judgment to Evaluate Medical AI

Blinded physician evaluation has been considered by many to be the gold standard for assessing clinical reasoning in large language models (LLMs). This is difficult to scale; thus, prior studies typically rely on small physician panels, often from a single institution or specialty, which both limits the scientific ques...

Thomas A. Buckley, Zahir Kanjee, Peter G. Brodeur et al. · 0 citations

Jun 2026

CLExEval: A Human-in-the-Loop Framework for Qualitative Evaluation of LLM Clinical Reasoning

Large Language Models (LLMs) achieve strong results on many medical benchmarks, but their clinical reasoning remains difficult to evaluate reliably. A central risk is an evaluation illusion: fluent and well-structured explanations can appear clinically convincing even when the final diagnosis is incorrect. We introduce...

Abin Roy, Afthab Salam Kanniyan, Jawadh Abdul Kabeer et al. · arXiv.org · 0 citations