Fig. 2

Algorithm schematic of machine learning analysis for the entire process. The most significant features were screened by LASSO and logistic regression analysis. Five different machine learning models were constructed by these features. To obtain the best prediction model, the prediction performance of the models was compared by the mean ROC, and the SHAP was used to analyze the diagnostic process of the best model