InsightFlow: LLM-Driven Synthesis of Patient Narratives for Mental Health into Causal Models

ArXi:2604.12721v1 Announce Type: new Clinical case formulation organizes patient symptoms and psychosocial factors into causal models, often using the 5P framework. However, constructing such graphs from therapy transcripts is time consuming and varies across clinicians. We present InsightFlow, an LLM based approach that automatically generates 5P aligned causal graphs from patient-therapist dialogues.