3 papers
cs.CL2026
SocialLM: Social Signal Processing of Patient-Provider Communication using LLMs and Contextual Aggregation
Manas Satish Bedmutha, Feng Chen, Andrea Hartzler +2
Effective patient-provider communication is difficult to assess at scale. We examine whether large language models (LLMs) can track 20 social behaviors from clinical transcripts wi…
cs.CL2026
Depression Detection at the Point of Care: Automated Analysis of Linguistic Signals from Routine Primary Care Encounters
Feng Chen, Manas Bedmutha, Janice Sabin +3
Depression is underdiagnosed in primary care, yet timely identification remains critical. Recorded clinical encounters, increasingly common with digital scribing technologies, pres…
cs.CL2026
Detecting PTSD in Clinical Interviews: A Comparative Analysis of NLP Methods and Large Language Models
Feng Chen, Dror Ben-Zeev, Gillian Sparks +2
Post-Traumatic Stress Disorder (PTSD) remains underdiagnosed in clinical settings, presenting opportunities for automated detection to identify patients. This study evaluates natur…