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. 2025 Apr 1;23(2):e4112. doi: 10.30498/ijb.2025.516588.4112

Table 2.

AUC, Accuracy, NPV, PPV, Sensitivity, and Specificity of the Four Machine Learning Methods on the Test Set.

model AUC Accuracy NPV PPV Sensitivity Specificity
SVM 0.6391 0.6731 0.5652 0.7586 0.6875 0.6500
Lasso 0.6266 0.6731 0.5714 0.7419 0.7188 0.6000
LDA 0.6500 0.6923 0.6111 0.7353 0.7812 0.5500
RF 0.6727 0.6731 0.5484 0.8571 0.5625 0.8500

* area under the curve (AUC) ; negative predictive value (NPV) ; positive predictive value (PPV)