Septic Patient Mortality Risk

Based on Optimized XGBoost Model | Children's Hospital of Chongqing Medical University

Patient Clinical Parameters

Lactate (mmol/L):

PH Value:

Chloride (mmol/L):

Fibrinogen (g/L):

Platelet Count (×10⁹/L):

Urea (mmol/L):

Prediction Result

Please input data.

Model Specifications: XGBoost (max_depth=4, scale_pos_weight=9.507, tree_method='hist').
Performance:Evaluated on independent test set, yielding an AUC of 0.821 (95% CI: 0.751–0.892). Interpret in clinical context.