ADAPTS: Agentic Decomposition for Automated Protocol-agnostic Tracking of Symptoms

ADAPTS is a framework using a mixture-of-agents LLM architecture for automated rating of depression and anxiety severity from clinical interactions. It decomposes interviews into symptom-specific reasoning tasks, producing auditable justifications and showing improved accuracy over human ratings in high-discrepancy interviews.