Rethinking Next-Visit Diagnosis Prediction Beyond Aggregate Metrics: Retrieval--Memory Multi-Agent Adjudication
LONGINUS is proposed, a retrieval-memory multi-agent adjudication framework combining evidence retrieved from patient records with structured memory of the patient trajectory that achieves the best transition-specific performance among LLM-based methods in nearly all settings while remaining competitive with them on ag...