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. 2023 Aug 4;13:12697. doi: 10.1038/s41598-023-38650-4

Table 3.

Model performance on the external validation set.

Model AUROC Sensitivity Specificity PPV NPV Accuracy Kappa
LR 0.674 0.7228 0.5205 0.7814 0.4419 0.6628 0.2314
SVM 0.685 0.6634 0.6086 0.8008 0.4325 0.6471 0.2433
RF 0.698 0.6856 0.5969 0.8014 0.4446 0.6593 0.2571
XGBoost 0.701 0.6642 0.5793 0.7892 0.4211 0.6390 0.2196
NB 0.638 0.6221 0.5616 0.7710 0.3852 0.6042 0.1623
DT 0.607 0.6353 0.5793 0.7817 0.4011 0.6187 0.1901
KNN 0.629 0.8812 0.2387 0.7330 0.4586 0.6907 0.1392