Model | AUC | ACC | SEN | SPE | PPV | NPV | MCC | F1 |
---|---|---|---|---|---|---|---|---|
TM | ||||||||
fold 1 | 0.64 | 0.56 | 0.67 | 0.45 | 0.54 | 0.59 | 0.12 | 0.6 |
fold 2 | 0.66 | 0.58 | 0.8 | 0.39 | 0.53 | 0.69 | 0.21 | 0.64 |
fold 3 | 0.77 | 0.67 | 0.86 | 0.5 | 0.62 | 0.79 | 0.38 | 0.72 |
fold 4 | 0.66 | 0.56 | 0.71 | 0.41 | 0.54 | 0.6 | 0.13 | 0.61 |
fold 5 | 0.66 | 0.57 | 0.75 | 0.36 | 0.56 | 0.57 | 0.12 | 0.64 |
Average | 0.68 | 0.59 | 0.76 | 0.42 | 0.56 | 0.65 | 0.19 | 0.64 |
RM | ||||||||
fold 1 | 0.76 | 0.67 | 0.62 | 0.73 | 0.68 | 0.67 | 0.35 | 0.65 |
fold 2 | 0.72 | 0.67 | 0.6 | 0.74 | 0.67 | 0.68 | 0.34 | 0.63 |
fold 3 | 0.85 | 0.7 | 0.76 | 0.64 | 0.67 | 0.74 | 0.4 | 0.71 |
fold 4 | 0.85 | 0.74 | 0.81 | 0.68 | 0.71 | 0.79 | 0.49 | 0.76 |
fold 5 | 0.73 | 0.65 | 0.67 | 0.64 | 0.67 | 0.64 | 0.3 | 0.67 |
Average | 0.78 | 0.69 | 0.69 | 0.69 | 0.68 | 0.7 | 0.38 | 0.68 |
RTM | ||||||||
fold 1 | 0.82 | 0.77 | 0.71 | 0.82 | 0.79 | 0.75 | 0.54 | 0.75 |
fold 2 | 0.8 | 0.7 | 0.65 | 0.74 | 0.68 | 0.71 | 0.39 | 0.66 |
fold 3 | 0.9 | 0.81 | 0.9 | 0.73 | 0.76 | 0.89 | 0.64 | 0.82 |
fold 4 | 0.83 | 0.79 | 0.71 | 0.86 | 0.83 | 0.76 | 0.59 | 0.77 |
fold 5 | 0.75 | 0.65 | 0.67 | 0.64 | 0.67 | 0.64 | 0.3 | 0.67 |
Average | 0.82 | 0.74 | 0.73 | 0.76 | 0.75 | 0.75 | 0.49 | 0.73 |
Significance level of Delong test results for different models | ||||||||
Test dataset | TM & RM | TM & RTM | RM & RTM | |||||
All (5-fold) | 0.030 | <0.001 | 0.077 |