Fig. 1

Receiver operating characteristic curves for the temporal validation of each model (A: PLAGH-ICU; B: MIMIC-IV). lr Logistic regression, knn K-Nearest Neighbor, svc Support Vector Classifier, rf Random Forest, xgb XGBoost eXtreme Gradient Boosting, mlp Multilayer Perceptron