qq81273288/clinical-outcome-prediction

Clinical Outcome Prediction System

An Extra Trees-based clinical outcome prediction system with SHAP interpretability visualizations.

Features

• —Risk Prediction: Enter patient clinical indicators to predict outcome risk
• —SHAP Force Plot: Visualize feature contributions for individual predictions
• —SHAP Beeswarm Plot: View overall feature importance distribution

Clinical Indicators

• —Alb (g/dL) - Albumin
• —Ca (mg/dL) - Calcium
• —PMI (cm²/m²) - Psoas Muscle Index
• —MF FI (%) - Multifidus Fat Infiltration
• —ES FI (%) - Erector Spinae Fat Infiltration
• —ALP (U/L) - Alkaline Phosphatase
• —Age

Disclaimer: For research purposes only, not for clinical diagnosis.