Zero-shot GPT-OSS detects depression from 1,108 primary care encounter transcripts with AUPRC 0.51 and AUROC 0.77, with meaningful signals in the first 128 patient tokens and added value from dyadic mirroring.
Quantifying the Association Between Psychotherapy Content and Clinical Outcomes Using Deep Learning
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Depression Detection at the Point of Care: Automated Analysis of Linguistic Signals from Routine Primary Care Encounters
Zero-shot GPT-OSS detects depression from 1,108 primary care encounter transcripts with AUPRC 0.51 and AUROC 0.77, with meaningful signals in the first 128 patient tokens and added value from dyadic mirroring.