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. 2022 Nov 2;9:1001801. doi: 10.3389/fmed.2022.1001801

Table 3.

Evaluation indices of the classification models for full variables.

Model 7-day 14-day
Sen Sp Acc F-measure MCC AUC Sen Sp Acc F-measure MCC AUC
DT 0.2973 0.8291 0.6092 0.3849 0.1468 0.5622 1.0000 0.0000 0.9502 0.9745 0.0000 0.5000
RF 0.4109 0.7374 0.6031 0.4599 0.1560 0.5742 0.9956 0.0229 0.9472 0.9729 0.0553 0.5093
SVM 0.2188 0.9026 0.6213 0.3222 0.1685 0.5607 1.0000 0.0000 0.9502 0.9745 0.0000 0.5000
AdaBoost 0.3564 0.8110 0.6240 0.4381 0.1883 0.5837 1.0000 0.0000 0.9502 0.9745 0.0000 0.5000
DT+AdaBoost 0.3694 0.7793 0.6103 0.4375 0.1600 0.5734 0.9980 0.0076 0.94873 0.9737 0.0257 0.5028
DT+SMOTEENN 0.8689 0.8481 0.8588 0.8631 0.7173 0.8585 0.7248 0.8895 0.8095 0.7871 0.6246 0.8072
RF+SMOTEENN 0.9222 0.8831 0.9032 0.9071 0.8066 0.8975 0.9340 0.9381 0.9361 0.9342 0.8721 0.9353
SVM+SMOTEENN 0.8311 0.6098 0.7232 0.7548 0.4532 0.7205 0.5461 0.8479 0.7013 0.6399 0.4147 0.6970
AdaBoost+SMOTEENN 0.7644 0.7103 0.7380 0.7495 0.4756 0.7374 0.6038 0.6181 0.6112 0.6014 0.2218 0.6110
DT+AdaBoost+SMOTEENN 0.8489 0.8294 0.8394 0.8442 0.6972 0.8392 0.8166 0.9589 0.8897 0.8780 0.7881 0.8877