AIBullisharXiv – CS AI · 7h ago7/10
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Deployment-Centered Evaluation: Predicting Query-Level Rejection Risk in a Clinical LLM System
Researchers developed a pre-response classifier for clinical LLMs that predicts user rejection risk with 71.9% accuracy by leveraging deployment-specific context like provider type and department. This deployment-centered evaluation approach addresses a critical gap in clinical AI assessment, moving beyond static benchmarks to measure real-world user acceptance in a healthcare system.