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. 2024 Nov 8;14(22):2504. doi: 10.3390/diagnostics14222504

Table 11.

Model performance metrics using 5-fold cross-validation.

Model Accuracy F1 Score prAUC Precision Recall
Random forest 0.9385 0.9586 0.9353 0.9380 0.9804
SVM 0.9889 0.9923 0.9782 0.9934 0.9913
GBM 0.9984 0.9989 0.9800 1 0.9978
XGBoost 0.9968 0.9978 0.9700 0.9978 0.9870
C5.0 0.9763 0.9838 0.6667 0.9800 0.9870
NNET 1 1 0.9216 1 1
k-NN 0.8896 0.9259 0.6847 0.9100 0.9436
Logistic regression 0.9921 0.9946 0.9791 0.9914 0.9978