Development and Validation of a Machine Learning Model for Predicting 3-Year Overall Survival After Transjugular Intrahepatic Portosystemic Shunt

The GBM-based model outperforms other models, which effectively predict OS in cirrhotic patients undergoing TIPS, enabling improved risk stratification and personalized treatment strategies.