CHIL 2026
Effective patient-provider communication is difficult to assess at scale. This work examines whether large language models can track 20 social behaviors from clinical transcripts without fine-tuning, and introduces an agreement-weighted ensemble to stabilise performance that otherwise varies by patient race and visit segment.