Model | label | precision | recall | f1-score | support | AUROC | sensitivity | specificity | accuracy |
---|---|---|---|---|---|---|---|---|---|
XGBoost |  |  |  |  |  |  |  |  | 0.69 ± 0.03 |
 | 0 | 0.91 ± 0.07 | 0.68 ± 0.1 | 0.78 ± 0.09 | 11.4 ± 1.71 | 0.93 ± 0.04 | 0.68 ± 0.1 | 0.98 ± 0.01 |  |
 | 1 | 0.67 ± 0.05 | 0.76 ± 0.09 | 0.71 ± 0.03 | 22.8 ± 2.25 | 0.77 ± 0.04 | 0.76 ± 0.09 | 0.78 ± 0.05 |  |
 | 2 | 0.67 ± 0.17 | 0.47 ± 0.09 | 0.54 ± 0.1 | 13.3 ± 2.58 | 0.77 ± 0.08 | 0.47 ± 0.09 | 0.93 ± 0.04 |  |
 | 3 | 0.64 ± 0.1 | 0.79 ± 0.08 | 0.7 ± 0.07 | 14.5 ± 2.32 | 0.86 ± 0.06 | 0.79 ± 0.08 | 0.86 ± 0.05 |  |
LGBM |  |  |  |  |  |  |  |  | 0.6 ± 0.05 |
 | 0 | 0.86 ± 0.1 | 0.75 ± 0.1 | 0.8 ± 0.09 | 11.4 ± 1.71 | 0.93 ± 0.05 | 0.75 ± 0.1 | 0.97 ± 0.02 |  |
 | 1 | 0.59 ± 0.07 | 0.62 ± 0.1 | 0.6 ± 0.06 | 22.8 ± 2.25 | 0.75 ± 0.03 | 0.62 ± 0.1 | 0.75 ± 0.05 |  |
 | 2 | 0.45 ± 0.18 | 0.41 ± 0.14 | 0.42 ± 0.14 | 13.3 ± 2.58 | 0.72 ± 0.1 | 0.41 ± 0.14 | 0.87 ± 0.05 |  |
 | 3 | 0.59 ± 0.11 | 0.63 ± 0.07 | 0.61 ± 0.07 | 14.5 ± 2.32 | 0.85 ± 0.05 | 0.63 ± 0.07 | 0.86 ± 0.06 |  |
RF |  |  |  |  |  |  |  |  | 0.55 ± 0.05 |
 | 0 | 0.81 ± 0.06 | 0.75 ± 0.12 | 0.77 ± 0.08 | 11.4 ± 1.71 | 0.92 ± 0.05 | 0.75 ± 0.12 | 0.96 ± 0.02 |  |
 | 1 | 0.54 ± 0.07 | 0.54 ± 0.1 | 0.54 ± 0.06 | 22.8 ± 2.25 | 0.7 ± 0.04 | 0.54 ± 0.1 | 0.73 ± 0.05 |  |
 | 2 | 0.42 ± 0.13 | 0.47 ± 0.14 | 0.43 ± 0.1 | 13.3 ± 2.58 | 0.73 ± 0.09 | 0.47 ± 0.14 | 0.82 ± 0.05 |  |
 | 3 | 0.53 ± 0.14 | 0.5 ± 0.12 | 0.51 ± 0.11 | 14.5 ± 2.32 | 0.81 ± 0.05 | 0.5 ± 0.12 | 0.86 ± 0.05 |  |
GBDT |  |  |  |  |  |  |  |  | 0.54 ± 0.05 |
 | 0 | 0.77 ± 0.11 | 0.73 ± 0.13 | 0.75 ± 0.1 | 11.4 ± 1.71 | 0.92 ± 0.04 | 0.73 ± 0.13 | 0.95 ± 0.03 |  |
 | 1 | 0.56 ± 0.1 | 0.54 ± 0.09 | 0.54 ± 0.06 | 22.8 ± 2.25 | 0.7 ± 0.04 | 0.54 ± 0.09 | 0.75 ± 0.06 |  |
 | 2 | 0.34 ± 0.13 | 0.39 ± 0.16 | 0.36 ± 0.13 | 13.3 ± 2.58 | 0.68 ± 0.1 | 0.39 ± 0.16 | 0.8 ± 0.05 |  |
 | 3 | 0.56 ± 0.14 | 0.54 ± 0.12 | 0.54 ± 0.1 | 14.5 ± 2.32 | 0.8 ± 0.05 | 0.54 ± 0.12 | 0.87 ± 0.05 |  |
SVM |  |  |  |  |  |  |  |  | 0.64 ± 0.06 |
 | 0 | 0.94 ± 0.07 | 0.78 ± 0.11 | 0.85 ± 0.07 | 11.4 ± 1.71 | 0.94 ± 0.05 | 0.78 ± 0.11 | 0.99 ± 0.01 |  |
 | 1 | 0.63 ± 0.08 | 0.8 ± 0.09 | 0.7 ± 0.06 | 22.8 ± 2.25 | 0.79 ± 0.03 | 0.8 ± 0.09 | 0.72 ± 0.07 |  |
 | 2 | 0.52 ± 0.19 | 0.2 ± 0.1 | 0.26 ± 0.09 | 13.3 ± 2.58 | 0.74 ± 0.08 | 0.2 ± 0.1 | 0.95 ± 0.03 |  |
 | 3 | 0.57 ± 0.14 | 0.69 ± 0.08 | 0.62 ± 0.1 | 14.5 ± 2.32 | 0.85 ± 0.06 | 0.69 ± 0.08 | 0.83 ± 0.08 |  |
LR |  |  |  |  |  |  |  |  | 0.65 ± 0.07 |
 | 0 | 0.88 ± 0.11 | 0.74 ± 0.12 | 0.8 ± 0.11 | 11.4 ± 1.71 | 0.94 ± 0.04 | 0.74 ± 0.12 | 0.98 ± 0.02 |  |
 | 1 | 0.63 ± 0.08 | 0.77 ± 0.11 | 0.69 ± 0.07 | 22.8 ± 2.25 | 0.8 ± 0.03 | 0.77 ± 0.11 | 0.74 ± 0.06 |  |
 | 2 | 0.52 ± 0.15 | 0.3 ± 0.17 | 0.36 ± 0.11 | 13.3 ± 2.58 | 0.76 ± 0.06 | 0.3 ± 0.17 | 0.92 ± 0.05 |  |
 | 3 | 0.62 ± 0.13 | 0.71 ± 0.1 | 0.66 ± 0.1 | 14.5 ± 2.32 | 0.86 ± 0.06 | 0.71 ± 0.1 | 0.86 ± 0.06 |  |
ANN |  |  |  |  |  |  |  |  | 0.59 ± 0.04 |
 | 0 | 0.94 ± 0.08 | 0.63 ± 0.13 | 0.74 ± 0.09 | 11.4 ± 1.71 | 0.94 ± 0.04 | 0.63 ± 0.13 | 0.99 ± 0.01 |  |
 | 1 | 0.55 ± 0.06 | 0.82 ± 0.12 | 0.65 ± 0.03 | 22.8 ± 2.25 | 0.73 ± 0.08 | 0.82 ± 0.12 | 0.61 ± 0.1 |  |
 | 2 | 0.51 ± 0.27 | 0.21 ± 0.17 | 0.26 ± 0.14 | 13.3 ± 2.58 | 0.74 ± 0.06 | 0.21 ± 0.17 | 0.95 ± 0.05 |  |
 | 3 | 0.6 ± 0.15 | 0.62 ± 0.08 | 0.6 ± 0.07 | 14.5 ± 2.32 | 0.83 ± 0.05 | 0.62 ± 0.08 | 0.86 ± 0.08 |  |
TabNet |  |  |  |  |  |  |  |  | 0.51 ± 0.06 |
 | 0 | 0.59 ± 0.28 | 0.49 ± 0.23 | 0.51 ± 0.21 | 11.4 ± 1.71 | 0.82 ± 0.06 | 0.49 ± 0.23 | 0.93 ± 0.07 |  |
 | 1 | 0.57 ± 0.1 | 0.54 ± 0.13 | 0.54 ± 0.1 | 22.8 ± 2.25 | 0.68 ± 0.06 | 0.54 ± 0.13 | 0.75 ± 0.13 |  |
 | 2 | 0.31 ± 0.16 | 0.28 ± 0.15 | 0.28 ± 0.14 | 13.3 ± 2.58 | 0.61 ± 0.13 | 0.28 ± 0.15 | 0.84 ± 0.08 |  |
 | 3 | 0.52 ± 0.13 | 0.67 ± 0.13 | 0.58 ± 0.1 | 14.5 ± 2.32 | 0.8 ± 0.07 | 0.67 ± 0.13 | 0.8 ± 0.08 |  |
DT |  |  |  |  |  |  |  |  | 0.56 ± 0.07 |
 | 0 | 0.73 ± 0.16 | 0.66 ± 0.16 | 0.68 ± 0.12 | 11.4 ± 1.71 | 0.86 ± 0.06 | 0.66 ± 0.16 | 0.94 ± 0.04 |  |
 | 1 | 0.56 ± 0.1 | 0.65 ± 0.11 | 0.59 ± 0.07 | 22.8 ± 2.25 | 0.72 ± 0.08 | 0.65 ± 0.11 | 0.69 ± 0.12 |  |
 | 2 | 0.38 ± 0.15 | 0.28 ± 0.18 | 0.3 ± 0.15 | 13.3 ± 2.58 | 0.66 ± 0.08 | 0.28 ± 0.18 | 0.89 ± 0.07 |  |
 | 3 | 0.58 ± 0.11 | 0.61 ± 0.17 | 0.59 ± 0.13 | 14.5 ± 2.32 | 0.81 ± 0.06 | 0.61 ± 0.17 | 0.86 ± 0.07 |  |