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Mental Health

Every article we have published: research summaries, product thinking and developments in health AI.

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Mental Health · 307 articles

Machine Learning

High AUC hides calibration flaws in sleep AI

A machine learning tool accurately spots cognitive risk in sleep apnea patients, but faulty probability scoring proves why strong discrimination alone cannot...

Machine Learning

XGBoost Predicts Depression Risk in Dialysis Patients

A new machine learning model detects elevated depressive symptoms in peritoneal dialysis patients before routine checkups catch them.

Critical Care

AI Delirium Model Survives External Hospital Testing

A multimodal machine learning model for delirium risk maintained strong accuracy when deployed live at a separate hospital without retraining, though high...

LLM's

Specialized Fine-Tuning Helps AI Match Counselor Responses

Structured counseling data and targeted prompting allow smaller open-source models to perform comparably to human therapists in single-turn dialogue benchmarks.

Machine Learning

Teens Using AI Chatbots Need More Mental Health Help

General-purpose chatbots are becoming an informal triage layer for struggling teenagers, but they are failing to replace human care.

LLM's

Synthetic Data Trains Open AI for Spanish EHRs

Off-the-shelf artificial intelligence tools fail to extract complex psychiatric symptoms from Spanish clinical notes without extensive retraining.

Cardiology

Brown Fat Linked to Lower Psychiatric Risk

A landmark imaging study reveals brown fat protects more than just metabolic health.

Machine Learning

AI Uncovers Hidden Veteran Self-Harm Data

Standard medical billing codes miss three-quarters of documented self-harm histories among military veterans.

Mental Health

Ear Nerve Stimulation Dampens Real-Time Fear Response

A non-invasive ear stimulation device flattened subjective fear spikes during threat scenes by altering prefrontal brain activity.

Brain-Computer Interfaces

AI App Helps Patients Retrain Epilepsy Seizure Detectors

A new conversational platform uses real-time patient feedback to improve seizure detection without requiring clinician intervention.

Digital Therapeutics

AI Therapy Bot Reduces Caregiver Guilt and Fatigue

A new conversational AI designed for pediatric caregivers reduced distress in single-session testing while maintaining therapeutic standards.

Machine Learning

Hospitals Underdiagnose Migraines While Overusing Scans

More than half of patients receiving migraine treatments in Türkiye never get an official migraine diagnosis in their medical records.