CatBoost Sepsis Mortality Prediction and SHAP Visualization

Input Patient Data

Basic Parameters

Invasive Mechanical Ventilation (IMV):

Select whether patient is on invasive mechanical ventilation

Continuous Renal Replacement Therapy (CRRT):

Select whether patient is receiving continuous renal replacement therapy

SpO2/FiO2 Ratio (S/F):

Enter S/F ratio value (0-500)

Vital Signs

Mean Arterial Pressure (MAP, mmHg):

Enter MAP value (0-140 mmHg)

Glasgow Coma Scale (GCS):

Enter GCS score (3-15)

Heart Rate (HR, bpm):

Enter HR value (0-250 bpm)

Laboratory Values

Platelet Count (PLT, x10^9/L):

Enter PLT value (0-1500 x10^9/L)

International Normalized Ratio (INR):

Enter INR value (0-10)

Fibrinogen (FIB, g/L):

Enter FIB value (0-10 g/L)

Uric Acid (UA, umol/L):

Enter UA value (0-800 umol/L)

Lactate Dehydrogenase (LDH, U/L):

Enter LDH value (0-1500 U/L)

Magnesium (Mg, mmol/L):

Enter Mg value (0-2.5 mmol/L)

Prediction Results

Ready for Prediction

Please input patient parameters on the left and click 'Predict Mortality' 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.

CatBoost Sepsis Mortality Prediction and SHAP Analysis