PathoSage: Towards Multi-Source Evidence Adjudication in Pathology via Experience-Aware Agentic Workflow

PathoSage is a three-stage framework addressing evidence adjudication in pathology, explicitly separating knowledge retrieval, evidence collection, and evidence adjudication. It employs an agentic system with Structured Evidence Deliberation to independently evaluate heterogeneous evidence and reduce anchoring bias.