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. 2022 Sep 23;2022:3417480. doi: 10.1155/2022/3417480

Table 2.

Statistics on the diagnostic efficacy of different models in the training and validation groups.

Model Group Sensitivity Specificity PPV NPV Accuracy F1
Logistic Training 0.800 0.622 0.721 0.718 0.720 0.759
Test 0.792 0.350 0.594 0.583 0.591 0.679

Decision tree Training 0.909 0.711 0.794 0.865 0.820 0.847
Test 0.917 0.400 0.647 0.800 0.682 0.759

Random forest Training 1.000 1.000 1.000 1.000 1.000 1.000
Test 0.875 0.550 0.700 0.786 0.727 0.778

SVM Training 0.909 0.622 0.746 0.848 0.780 0.820
Test 0.875 0.250 0.583 0.625 0.591 0.700

AdaBoost Training 0.782 0.867 0.878 0.765 0.820 0.827
Test 0.792 0.450 0.633 0.643 0.636 0.704