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. 2025 Jan 29;24:47. doi: 10.1186/s12933-025-02591-1

Table 3.

The performance of six basic models constructed with all-cause mortality and cardiovascular mortality as the outcome variables

Basic model AUC
All-cause mortality
Logistic 0.8114948
K-NN 0.8028286
Naive Bayes 0.8041313
SVM 0.8132667
Random forest 0.8227461
XGBoost 0.8261726
Cardiovascular mortality
Logistic 0.7612384
K-NN 0.7567034
Naive Bayes 0.7617524
SVM 0.616799
Random forest 0.7579192
XGBoost 0.7686703

K-NN k-nearest neighbours; SVM Support vector machine; XGBoost Extreme gradient boosting