CliniCARE-Bench
CliniCARE-Bench evaluates clinical agents on retrospective audit tasks over longitudinal EHR data, measuring verdict accuracy, evidence grounding, process adherence, calibrated abstention, reliability, and efficiency.
- Released
- 2026-08-07
- Readiness
- Paper only
- Primary field
- Health & Life Sciences
Why it matters
Provides a deployment-oriented benchmark for clinical agents, assessing not just accuracy but also defensibility and calibration, which are essential for trustworthy clinical decision support.
Motivation
Large language models perform strongly on medical knowledge benchmarks, but reliable clinical deployment requires agents to conduct defensible investigations over heterogeneous, longitudinal records: determining what evidence is needed, retrieving and reconciling structured and free-text data, grounding conclusions in verifiable evidence, and deferring cases that cannot be resolved reliably.
Primary resources
Benchmark Radar records only publicly supported details and links back to primary sources for verification.