Advanced Research

Critical Findings 27 min read

AI Crisis Detection & Safety Protocols

Critical analysis showing 0/29 AI chatbots meet adequate safety criteria. Comprehensive safety framework for AI mental health interventions with APA guidelines integration.

30 citations Safety Critical

Strong Evidence 35 min read

The 2-Week Wall: Neuroplasticity Validation

Evidence from STRIDE trials (N=947) showing 67% dropout before month 1. Validates Kairos's intensive 2-week breakthrough approach with biomarker support.

27 citations Validated

Comparative Analysis 30 min read

AI vs Human Pattern Recognition

Comparative analysis showing AI accuracy of 70-95% for common conditions vs. human clinicians. Hybrid models achieve 89-96% accuracy. Critical insights on where each excels.

30+ citations AI/Human Hybrid

Technical Framework 60 min read

Privacy-Preserving AI Architecture

Technical framework for secure mental health AI systems. FedMentalCare and FedMentor implementations with 3-layer architecture and 12-month implementation roadmap.

70+ citations Privacy-First

Ethical Framework 25 min read

Informed Consent in AI Mental Health

User misconceptions documented (Eliza Effect). Interactive multimedia consent shows 5-15% improvement. "Consciousness mirror" positioning validated for ethical AI deployment.

15+ citations Ethical Guidelines