Table 4.
Cohort | Validation | F-measure | Sensitivity | Specificity | PPV | NPV | AUC | |
---|---|---|---|---|---|---|---|---|
ME | Within-site | CV on JHH | 0.37±0.01 | 0.50±0.05 | 0.84±0.03 | 0.29±0.01 | 0.93±0.01 | 0.75±0.01 |
CV on BMC | 0.36±0.10 | 0.50±0.05 | 0.88±0.02 | 0.28±0.02 | 0.95±0.01 | 0.79±0.02 | ||
Across-site | Test on BMC | 0.34 | 0.47 | 0.88 | 0.27 | 0.95 | 0.81 | |
Test on JHH | 0.34 | 0.58 | 0.76 | 0.24 | 0.93 | 0.78 | ||
CP | Within-site | CV on JHH | 0.36±0.10 | 0.50±0.11 | 0.68±0.20 | 0.34±0.06 | 0.84±0.02 | 0.71±0.05 |
CV on BMC | 0.28±0.05 | 0.56±0.19 | 0.79±0.11 | 0.20±0.06 | 0.95±0.02 | 0.65±0.05 | ||
Across-site | Test on BMC | 0.19 | 0.85 | 0.41 | 0.11 | 0.97 | 0.65 | |
Test on JHH | 0.38 | 0.60 | 0.71 | 0.27 | 0.91 | 0.73 |
We report sensitivity, specificity, positive predictive values (PPVs), and negative predictive values (NPVs) at the cutoff thresholds that maximize the F-measure. For cross-validation, the table shows the mean±SD of the performance metric over the folds.
AUC, area under the curve; BMC, Bayview Medical Center; CP, patients with chronic pancreatitis; JHH, Johns Hopkins Hospital; ME, all patients admitted to the medical service.