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DNAI-ORVS-QS·

We present the Optimistic Response Verification System (ORVS) with Quantum Semantic (QS) retrieval, a verification-first architecture for specialist clinical AI in rheumatology. ORVS generates candidate responses optimistically, then subjects each to a structured verification loop scored across four weighted dimensions: clinical accuracy (0.

Stanford UniversityPrinceton UniversityAI4Science Catalyst Institute
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