2 papers
cs.CY2026
Scalable Oversight for AI in Mental Health: Lessons from 350,000 AI Coaching Conversations between Therapy Sessions
Matthew A. Scult, John L. Havlik, Kevin Ramotar +2
Clinician review of every AI output is often proposed as a safeguard in mental healthcare, but vigilance research suggests this approach fails at scale and may paradoxically reduce…
cs.AI2026
PhysicianBench: Evaluating LLM Agents in Real-World EHR Environments
Ruoqi Liu, Imran Q. Mohiuddin, Austin J. Schoeffler +10
We introduce PhysicianBench, a benchmark for evaluating LLM agents on physician tasks grounded in real clinical setting within electronic health record (EHR) environments. Existing…