TABLE 6.
Performance results of ASD detection before vs after refinement.
View | Accuracy | Recall | Precision | Specificity | F1 score |
subAS (95% CI) | 0.8958 (0.8912–0.9005)/0.9030 | 0.8755 (0.8678–0.8832)/0.8742 | 0.8771 (0.8694–0.8848)/0.8909 | 0.9106 (0.9049–0.9163)/0.9329 | 0.8763 (0.8762–0.8764)/0.8825 |
(0.8985–0.9075) (p < 0.0001) | (0.8656–0.8828) (p < 0.0001) | (0.8827–0.8991) (p < 0.0001) | (0.9277–0.9381) (p < 0.0001) | (0.8824–0.8825) (p < 0.0001) | |
A4C (95% CI) | 0.8220 (0.8132–0.8309)/0.8500 | 0.7540 (0.7375–0.7705)/0.7352 | 0.7601 (0.7437–0.7765)/0.8461 | 0.8616 (0.8515–0.8717)/0.9388 | 0.7570 (0.7568–0.7572)/0.7868 |
(0.8418–0.8583) (p < 0.0001) | (0.7153–0.7552) (p < 0.0001) | (0.8286–0.8636) (p = 0.00) | (0.9314–0.9461) (p = 0.00) | (0.7866–0.7870) (p < 0.0001) | |
LPS4C (95% CI) | 0.8860 (0.8798–0.8922)/0.8990 | 0.9080 (0.8995–0.9166)/0.9080 | 0.8447 (0.8344–0.8550)/0.8734 | 0.8687 (0.8598–0.8775)/0.9020 | 0.8752 (0.8751–0.8753)/0.8904 |
(0.8931–0.9049) (p = 0.38) | (0.8984–0.9176) (p < 0.0001) | (0.8626–0.8842) (p < 0.0001) | (0.8935–0.9106) (p < 0.0001) | (0.8902–0.8905) (p = 0.62) | |
Sax-basal (95% CI) | 0.8758 (0.8693–0.8824)/0.8813 | 0.9058 (0.8965–0.9151)/0.9005 | 0.8013 (0.7894–0.8132)/0.8203 | 0.8567 (0.8478–0.8656)/0.8808 | 0.8504 (0.8502–0.8505)/0.8585 |
(0.8750–0.8877) (p < 0.0001) | (0.8897–0.9113) (p = 0.0016) | (0.8071–0.8335) (p < 0.0001) | (0.8717–0.8898) (p < 0.0001) | (0.8584–0.8587) (p < 0.0001) | |
Mean | 0.8699/0.8833 | 0.8608/0.8545 | 0.8208/0.8577 | 0.8744/0.9136 | 0.8397/0.8546 |
Case-level | 0.9888/0.9897 | 0.8381/0.9143 | 0.8786/0.9318 | 0.9214/0.9563 | 0.9072/0.9505 |
subAS, subcostal atrium septum; A4C, apical four-chamber; LPS4C, low parasternal four-chamber. A p-value (p < 0.05) indicates statistically significant. Numbers in bold font indicate better performance in each category.