AcuityBench harmonizes five datasets into a four-level acuity framework to evaluate LLMs on clinical urgency identification, error patterns, and uncertainty alignment across QA and conversational formats.
(2025) An evaluation framework for clinical use of large language models in healthcare.Nature Medicine31:77–86
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AcuityBench: Evaluating Clinical Acuity Identification and Uncertainty Alignment
AcuityBench harmonizes five datasets into a four-level acuity framework to evaluate LLMs on clinical urgency identification, error patterns, and uncertainty alignment across QA and conversational formats.