Table 2. Model performance at optimal threshold using Youden’s J index.
A 2x2 confusion matrix for the optimal threshold showing physician-month counts and B classification performance statistics. PPV is Positive Predictive Value; NPV is Negative Predictive Value. F1 is the harmonic mean of PPV and Sensitivity.
A | B | ||||
---|---|---|---|---|---|
Predicted | Metric | Value | |||
Retained | Departed | Sensitivity | 0.64 | ||
Specificity | 0.79 | ||||
Ground Truth | Retained | 1523 | 397 | PPV | 0.07 |
NPV | 0.99 | ||||
Departed | 17 | 30 | F1 | 0.86 | |
Accuracy | 0.97 |