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. 2025 Apr 15;17(4):2614–2628. doi: 10.62347/CZYA6232

Table 7.

Comparison of AUCs of the 5 machine learning models in the validation set

Variable 1 Variable 2 Statistic P-value Test Method
SMV XGBOOST 2.130 0.033 DeLong’s test
SMV GNB -1.956 0.050 DeLong’s test
SMV ADABOOST -0.367 0.713 DeLong’s test
SMV Random forest 1.508 0.131 DeLong’s test
XGBOOST GNB -3.534 <0.001 DeLong’s test
XGBOOST ADABOOST -3.467 <0.001 DeLong’s test
XGBOOST Random forest -0.101 0.919 DeLong’s test
GNB ADABOOST 2.171 0.029 DeLong’s test
GNB Random forest 3.681 <0.001 DeLong’s test
ADABOOST Random forest 2.099 0.035 DeLong’s test

Note: SVM, Support Vector Machine; XGBOOST, Extreme Gradient Boosting; GNB, Gaussian Naive Bayes; ADABOOST, Adaptive Boosting.