ROC AUC | F1 score | Sensitivity | Specificity | PPV | NPV | |
---|---|---|---|---|---|---|
CNN | 0.91 (0.907—0.914) | 0.79 (0.781—0.795) | 0.47 (0.465—0.474) | 0.97 (0.973—0.975) | 0.90 (0.895—0.906) | 0.79 (0.784—0.787) |
CNN + LSTM + ANN | 0.90 (0.896—0.902) | 0.76 (0.758—0.769) | 0.74 (0.733—0.744) | 0.88 (0.879—0.885) | 0.76 (0.752—0.764) | 0.87 (0.868—0.874) |
ANN | 0.88 (0.876—0.882) | 0.76 (0.756—0.767) | 0.71 (0.706—0.719) | 0.87 (0.870—0.876) | 0.74 (0.732—0.743) | 0.86 (0.856—0.862) |
ConvLSTM + ANN | 0.88 (0.875—0.881) | 0.76 (0.755—0.763) | 0.71 (0.707—0.715) | 0.87 (0.870—0.874) | 0.73 (0.732—0.740) | 0.86 (0.856—0.860) |
LSTM | 0.85 (0.844—0.852) | 0.68 (0.673—0.684) | 0.50 (0.493—0.505) | 0.88 (0.875—0.881) | 0.67 (0.664—0.679) | 0.78 (0.776—0.781) |
KFRE (4 variable) | 0.84 (0.841—0.842) | 0.32 (0.313—0.319) | 0.40 (0.395—0.405) | 0.75 (0.747—0.754) | 0.42 (0.410—0.429) | 0.88 (0.870—0.882) |
KFRE (8 variable) | 0.84 (0.836—0.837) | 0.40 (0.394—0.406) | 0.40 (0.395—0.405) | 0.75 (0.747—0.754) | 0.42 (0.410—0.429) | 0.88 (0.870—0.882) |