🏥 CABG ICU Length of Stay Prediction Calculator

Based on CatBoost Machine Learning Model | 8 Clinical Features

Model
CatBoost
AUC
0.774
F1 Score
0.502
Recall
0.398

📋 Input Patient Clinical Parameters

SOFA Score Continuous
5.14
Charlson Comorbidity Index Continuous
4.60
Fluid Input Continuous
845.72
Vasopressor Use Binary
No (0)
SAPS II Score Continuous
38.11
Congestive Heart Failure Binary
No (0)
GCS Score Continuous
13.40
Atrial Fibrillation Binary
No (0)
--.--%
Risk of Prolonged ICU Stay

⚕️ Risk Assessment

Please adjust parameters

💡 Clinical Recommendations

The system will automatically calculate risk and provide clinical recommendations based on input parameters.

💻 Model inference runs entirely in browser | Data privacy secured