Postpartum Depression Risk Assessment

Advanced machine learning platform for healthcare professionals to assess postpartum depression risk using validated clinical indicators.

HIPAA Compliance Notice
This system is designed to maintain the privacy and security of protected health information in accordance with HIPAA regulations. Access is restricted to authorized healthcare personnel only.

AI-Powered Risk Assessment

Utilizing LightGBM with threshold-optimized predictions for accurate multi-class risk stratification.

Platform Features

Comprehensive tools for clinical decision support

Clinical Integration

Seamlessly integrates with existing clinical workflows and electronic health record systems.

Threshold Optimization

Advanced threshold optimization for improved sensitivity and specificity across all risk categories.

Security & Privacy

Enterprise-grade security with email-based authentication and HIPAA-compliant data handling.

Risk Assessment Categories

Five-level risk stratification system

Low Risk (1)
Routine postpartum care
Low-Moderate (2)
Standard monitoring
Moderate (3)
Enhanced monitoring
High (4)
Mental health referral
Severe (5)
Immediate evaluation
Technical Specifications
Model Information
  • LightGBM Classifier
  • Multi-class classification (5 levels)
  • Threshold-optimized predictions
  • 5 clinical input variables
Security & Compliance
  • Email-based Authentication
  • HIPAA-compliant infrastructure
  • Encrypted data transmission
  • Audit logging & monitoring