Table 3. Performance Metrics (Thresholds 0.1-0.5) on the Testing Data for Final VUMC LASSO Model.
Threshold | Sensitivity | Specificity | PPV | NPV | F1 |
---|---|---|---|---|---|
0.1 | 0.675 | 0.338 | 0.154 | 0.853 | 0.250 |
0.15 | 0.410 | 0.625 | 0.163 | 0.856 | 0.223 |
0.2 | 0.252 | 0.784 | 0.171 | 0.855 | 0.204 |
0.25 | 0.156 | 0.875 | 0.180 | 0.854 | 0.166 |
0.3 | 0.089 | 0.930 | 0.182 | 0.852 | 0.119 |
0.35 | 0.049 | 0.962 | 0.186 | 0.851 | 0.078 |
0.4 | 0.029 | 0.980 | 0.199 | 0.850 | 0.050 |
0.45 | 0.017 | 0.989 | 0.199 | 0.850 | 0.035 |
0.5 | 0.010 | 0.994 | 0.232 | 0.850 | 0.026 |
Abbreviations: LASSO, least absolute shrinkage and selection operator; VUMC, Vanderbilt University Medical Center.