Table 2b-.
Prediction model performance evaluated using different optimization strategies.
Optimization | Accuracy | Sensitivity | Specificity | PPV | NPV |
---|---|---|---|---|---|
Max(sen + spec)a | 79% | 71% | 82% | 60% | 89% |
Max(PPV + NPV)b | 79% | 24% | 99% | 95% | 79% |
Equal probabilityc | 80% | 48% | 92% | 68% | 83% |
Max(PPV)d | 78% | 19% | 100% | 97% | 78% |
Max(NPV)e | 50% | 93% | 35% | 36% | 95% |
Maximizing sensitivity and specificity (equally weighted), Youden’s J statistic
Maximizing PPV and NPV (equally weighted)
Equal probability of low/high risk (50% threshold)
Maximizing PPV
Maximizing NPV
Sen = Sensitivity; Spec = Specificity; PPV = Positive predictive value; NPV = Negative predictive value