CatBoost-Based Prediction of Pediatric Sepsis-Associated Acute Kidney Injury with SHAP Analysis

Enter Patient Data

Vital Signs & Respiratory

SpO2/FiO2 Ratio (S/F):

Enter S/F ratio value (0–600)

Mean Arterial Pressure (MAP, mmHg):

Enter MAP value (0–200 mmHg)

Coagulation

International Normalized Ratio (INR):

Enter INR value (0–15)

Activated Partial Thromboplastin Time (APTT, s):

Enter APTT value (0–400 s)

Blood Cell Counts

White Blood Cell Count (WBC, x10^9/L):

Enter WBC value (0–200 ×10^9/L)

Absolute Neutrophil Count (ANC, ×10^9/L):

Enter ANC value (0–200 ×10^9/L)

Inflammatory & Organ Function Markers

Procalcitonin (PCT, ng/mL):

Enter PCT value (0–500 ng/mL)

Alanine Aminotransferase (ALT, U/L):

Enter ALT value (0–20000 U/L)

Creatine Kinase (CK, U/L):

Enter CK value (0–100000 U/L)

Retinol Binding Protein (RBP, mg/L):

Enter RBP value (0–200 mg/L)

Electrolytes

Serum Chloride (Cl, mmol/L):

Enter Cl value (10–200 mmol/L)

Serum Phosphorus (P, mmol/L):

Enter P value (0–20 mmol/L)

Serum Magnesium (Mg, mmol/L):

Enter Mg value (0–20 mmol/L)

Prediction Results

Ready for Prediction

Please input patient parameters on the left and click 'Predict SAKI Risk' to start the analysis.

SHAP Waterfall Plot

SHAP Waterfall Analysis

The waterfall plot will show how each feature contributes to the final prediction.

SHAP Force Plot

SHAP Force Analysis

The force plot will visualize how each feature pushes the prediction from baseline.