Fig. 1From: Improvement of APACHE II score system for disease severity based on XGBoost algorithmData flow of the modeling process. The MIMIC-III data set was used for model training and testing. These 6 ML methods were compared with the traditional Apache II method to select the best model for model improvement, then external validation was performed on an independent data set from the eRI databaseBack to article page