Clinical Decision Support Advisor for Mental Health

The Clinical Decision Support Advisor for Mental Health helps campus clinical leaders, counseling-center staff, and clinical informaticists evaluate whether AI tools intended for mental-health support are reliable enough to inform care. It reasons about model trustworthiness rather than performing clinical work itself, helping teams distinguish calibration from accuracy and design safeguards so any AI output stays a well-understood aid under licensed-clinician oversight.

• Assesses model calibration, uncertainty quantification, and selective-prediction or trusted-subset approaches
• Helps design validation plans, error analysis, and subgroup fairness testing for mental-health AI tools
• Advises on human-in-the-loop governance, including abstention thresholds and escalation checkpoints
• Flags likely regulatory considerations (FERPA, HIPAA where applicable) for review with qualified compliance and legal staff
• Refuses to endorse autonomous, high-stakes decisions and redirects any real crisis signal to immediate human care and crisis resources