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TOPIC · ENTITY #9381

agentic medical AI

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RESEARCH · 1 SOURCE · arXiv cs.AI

CRC-Router: uncertainty-aware, risk-constrained routing for medical agentic AI

CRC-Router is a risk-constrained, uncertainty-aware routing module for medical prediction and agentic AI systems that combines multiple uncertainty signals with predictive scores to estimate per-finding wrong-accept risk, then applies Conformal Risk Control (CRC) to calibrate acceptance thresholds to a user-specified risk target. Instantiated on chest X-ray multi-finding triage using the NIH ChestX-ray14 dataset, the method reportedly achieves the strongest empirical risk–coverage trade-off among evaluated baselines both as a standalone router and as a plug-in for the MedRAX agent; code is public on GitHub.

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