4 papers
SimClinician: A Multimodal Simulation Testbed for Reliable Psychologist AI Collaboration in Mental Health Diagnosis
Filippo Cenacchi, Longbing Cao, Deborah Richards
AI based mental health diagnosis is often judged by benchmark accuracy, yet in practice its value depends on how psychologists respond whether they accept, adjust, or reject AI sug…
Learning When to Ask: Simulation-Trained Humanoids for Mental-Health Diagnosis
Filippo Cenacchi, Deborah Richards, Longbing Cao
Testing humanoid robots with users is slow, causes wear, and limits iteration and diversity. Yet screening agents must master conversational timing, prosody, backchannels, and what…
Passive Dementia Screening via Facial Temporal Micro-Dynamics Analysis of In-the-Wild Talking-Head Video
Filippo Cenacchi, Longbing Cao, Mitchell McEwan +1
We target passive dementia screening from short camera-facing talking head video, developing a facial temporal micro dynamics analysis for language free detection of early neuro co…
Tri-Modal Severity Fused Diagnosis across Depression and Post-traumatic Stress Disorders
Filippo Cenacchi, Deborah Richards, Longbing Cao
Depression and post traumatic stress disorder (PTSD) often co-occur with connected symptoms, complicating automated assessment, which is often binary and disorder specific. Clinica…