Table 4.
Hoboken dataset | Seoul dataset | |||||
---|---|---|---|---|---|---|
EHR-based | CXR-based | Fusion | EHR-based | CXR-based | Fusion | |
AUROC (CI) | 0.74 (0.68–0.80) | 0.72 (0.66–0.78) | 0.76 (0.70–0.82) | 0.92 (0.88–0.96) | 0.90 (0.86–0.94) | 0.95 (0.92–0.98) |
Sensitivity (CI) | 0.68 (0.59–0.77) | 0.68 (0.57–0.8) | 0.68 (0.60–0.76) | 0.64 (0.25–0.86) | 0.63 (0.20–0.86) | 0.64 (0.20–0.86) |
Specificity (CI) | 0.72 (0.62–0.82) | 0.65 (0.55–0.78) | 0.78 (0.70–0.85) | 0.88 (0.85–0.93) | 0.86 (0.80–0.93) | 0.93 (0.89–0.96) |
PPV (CI) | 0.65 (0.56–0.75) | 0.60 (0.52–0.69) | 0.71 (0.61–0.79) | 0.09 (0.02–0.17) | 0.07 (0.02–0.15) | 0.13 (0.03–0.25) |
NPV (CI) | 0.75 (0.68–0.81) | 0.73 (0.66–0.8) | 0.76 (0.70–0.82) | 0.99 (0.99–1.0) | 0.99 (0.99–1.0) | 1.00 (0.99–1.0) |
F1-score (CI) | 0.66 (0.59–0.73) | 0.64 (0.57–0.7) | 0.69 (0.62–0.76) | 0.15 (0.04–0.28) | 0.13 (0.03–0.25) | 0.21 (0.06–0.38) |
Accuracy (CI) | 0.70 (0.65–0.76) | 0.67 (0.61–0.72) | 0.74 (0.68–0.79) | 0.92 (0.88–0.96) | 0.90 (0.86–0.94) | 0.95 (0.92–0.98) |
AUROC area under the receiver operating characteristic curve, PPV positive predictive value, NPV negative predictive value, CI confidence interval