Table 2.
Accuracy (95% CI) | Precision (95% CI) | Recall (95% CI) | specificity (95% CI) | AUC_ROC (95% CI) | F1-scorea (95% CI) | |
---|---|---|---|---|---|---|
Algorithm development data set | ||||||
PVC model | 0.78 (0.74–0.80) | 0.59 (0.52–0.67) | 0.79 (0.72–0.79) | 0.76 (0.71–0.81) | 0.88 (0.85–0.92) | 0.68 (0.62–0.74) |
Dual-rhythm model | 0.87 (0.84–0.90) | 0.92 (0.91–1.00) | 0.63 (0.55–0.72) | 0.98 (0.98–1.00) | 0.92 (0.89–0.94) | 0.75 (0.69–0.81) |
Differences | 0.10 (0.07–0.15) | 0.34 (0.28–0.42) | −0.17 (−0.22 to −0.12) | 0.23 (0.18–0.28) | 0.04 (0.01–0.06) | 0.07 (0.01–0.14) |
P-value | < 0.01 | < 0.01 | < 0.01 | < 0.01 | 0.02 | 0.03 |
External validation data set | ||||||
PVC model | 0.74 (0.70–0.79) | 0.55 (0.47–0.63) | 0.87 (0.81–0.95) | 0.68 (0.62–0.75) | 0.86 (0.82–0.90) | 0.68 (0.60–0.74) |
Dual-rhythm model | 0.84 (0.81–0.89) | 0.73 (0.65–0.83) | 0.80 (0.74–0.90) | 0.87 (0.82–0.92) | 0.91 (0.88–0.95) | 0.77 (0.70–0.83) |
Differences | 0.11 (0.06–0.16) | 0.18 (0.11–0.27) | −0.05 (−0.16 to −0.04) | 0.19 (0.12–0.26) | 0.03 (0.01–0.09) | 0.09 (0.02–0.17) |
P-value | < 0.01 | < 0.01 | 0.03 | <0.01 | 0.03 | 0.03 |
AUC-ROC, area under the curve for the receiver operating characteristic; CI, confidence interval; PVC, premature ventricular contraction.
aF1 score was calculated as follows: F1-score = 2 × Precision × Recall/(Precision + Recall).