Copyright: ©Author(s) 2026.
World J Gastroenterol. Aug 14, 2026; 32(30): 121592
Published online Aug 14, 2026. doi: 10.3748/wjg.121592
Published online Aug 14, 2026. doi: 10.3748/wjg.121592
Table 4 Comparison of initial recognition and duration of tracking time between the deep learning model and senior surgeon, mean ± SD
| Category | Group | Initial recognition time | Tracking duration | ||||||||
| Sample size (n) | Time (seconds) | Delta (95%CI) | t value | P value | Sample size (n) | Time (seconds) | Delta (95%CI) | t value | P value | ||
| IMP | DL model | 32 | 2.08 ± 5.91 | 3.83 (1.03-6.64) | 2.749 | 0.0081 | 28 | 199.41 ± 142.40 | 62.82 (19.94-107.88) | 3.026 | 0.0061 |
| Senior surgeon | 32 | 5.92 ± 8.59 | 28 | 136.59 ± 98.43 | |||||||
| SHP | DL model | 32 | 2.15 ± 6.12 | 3.91 (1.10-6.72) | 2.801 | 0.0071 | 15 | 192.75 ± 137.80 | 59.34 (18.76-101.92) | 2.914 | 0.0071 |
| Senior surgeon | 32 | 6.06 ± 8.85 | 15 | 133.41 ± 95.90 | |||||||
| HN | DL model | 32 | 1.97 ± 5.63 | 3.68 (0.98-6.38) | 2.654 | 0.0091 | 30 | 204.17 ± 145.60 | 64.93 (20.61-111.25) | 3.092 | 0.0051 |
| Senior surgeon | 32 | 5.65 ± 8.21 | 30 | 139.24 ± 100.70 | |||||||
| PN | DL model | 32 | 2.12 ± 6.03 | 3.87 (1.07-6.67) | 2.783 | 0.0081 | 56 | 207.32 ± 148.20 | 66.45 (21.15-113.75) | 3.158 | 0.0041 |
| Senior surgeon | 32 | 5.99 ± 8.73 | 56 | 140.87 ± 101.90 | |||||||
| NVB | DL model | 32 | 2.21 ± 6.25 | 3.98 (1.15-6.81) | 2.845 | 0.0061 | 20 | 188.63 ± 134.50 | 57.21 (17.98-98.44) | 2.857 | 0.0081 |
| Senior surgeon | 32 | 6.19 ± 9.02 | 20 | 131.42 ± 93.80 | |||||||
- Citation: Zhang Q, Li J, Meng T, Chen ZF, Zhou XZ, Lu XR. Deep-learning-based object detection of pelvic autonomic nerves during total mesorectal excision. World J Gastroenterol 2026; 32(30): 121592
- URL: https://www.wjgnet.com/1007-9327/full/v32/i30/121592.htm
- DOI: https://dx.doi.org/10.3748/wjg.121592