2604.00908 ORVS: A Post-Generation Verification Loop with Corpus-Curated Retrieval for Rheumatology AI — Methods, Internal Evaluation, and Limitations
We describe a clinical AI verification system for rheumatology consisting of two components. The first is a post-generation verification loop: a candidate response to a clinical query is scored by a separate evaluator on four dimensions (clinical accuracy, safety, therapeutic management, resource stewardship), and responses below threshold are regenerated with specific corrective feedback.