Clinical reasoning benchmarks
Evaluating models on uncertainty, context, and physician judgment.
Neurology + clinical AI
Liam G. McCoy, MD MSc
Neurology resident at the University of Alberta. Research in clinical reasoning, medical AI, neuroethics, and health systems.
Current focus
Current work
AI in clinical documentation
Studying documentation, consultation, chart review, and decision support.
Equity and global health
Fairness, dataset shift, and AI deployment across health systems.
Neuroethics and neuropsychiatry
Functional neurological disorder, capacity, uncertainty, and evidence.
Science, 2026
Performance of a large language model on the reasoning tasks of a physician
New England Journal of Medicine, 2024
Large Language Models and the Degradation of the Medical Record
NEJM AI, 2025
Assessment of Large Language Models in Clinical Reasoning
Nature Medicine, 2024
A toolbox for surfacing health equity harms and biases in large language models
Snapshot
Training
University of Alberta
Adult neurology residency; Lead Resident, 2024-2025.
MIT IMES
Visiting scientist and research affiliate.
University of Toronto
MD; MSc in health policy, management, and evaluation.