Machine learning algorithms for the prediction of adverse prognosis in patients undergoing peritoneal dialysis.

The CatBoost model, which was built using the intelligent analysis technology of ML, demonstrated the best predictive performance. Therefore, our developed prediction model has potential value in patient screening before PD and hierarchical management after PD.