GLEAN Achieves Over 0.94 AUROC in Clinical Diagnostics

MihaelaVDS · x · 2026-07-03

On agentic diagnostic tasks for three diseases using the MIMIC-IV dataset, GLEAN achieved an AUROC >0.94 and a Brier score <0.10 under active verification. Its Brier score was up to 50% lower than the strongest baseline, and Best-of-N sampling boosted diagnostic accuracy from 55.6% to 77.5%.

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