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Analysis of ML Model Synthesis. (a) ROC curve and AUC for the training set. (b) ROC curve and AUC for the validation set. The hospitalized patients dataset was divided into a training set and a validation set in a ratio of 8:2 using the random number method. The cross-validation process was repeated five times to ensure robustness and reliability in the analysis
