Table 2.
Without DLCR |
With DLCR |
P value | Without DLCR |
With DLCR |
P value | |
---|---|---|---|---|---|---|
Sensitivity (95% CI) | Specificity (95% CI) | |||||
Physician 1 |
61.00 (55.06, 66.94) |
66.80 (61.06, 72.53) |
0.001 |
96.90 (93.91, 99.89) |
94.57 (90.66, 98.48) |
0.177 |
Physician 2 |
65.64 (59.85, 71.42) |
72.97 (67.56, 78.38) |
< 0.001 |
87.60 (81.91,93.29) |
87.60 (81.91, 93.29) |
> 0.999 |
Physician 3 |
56.76 (50.72, 62.79) |
64.86 (59.05, 70.68) |
< 0.001 |
91.47 (86.65, 96.29) |
96.12 (92.79, 99.46) |
0.012 |
Physician 4 |
67.18 (61.46, 72.90) |
76.06 (70.87, 81.26) |
< 0.001 |
82.95 (76.46, 89.44) |
86.05 (80.07, 92.03) |
0.344 |
Physician 5 |
71.43 (65.93, 76.93) |
75.68 (70.45, 80.90) |
0.004 |
81.40 (74.68, 88.11) |
86.05 (80.07, 92.03) |
0.054 |
Physician 6 |
62.93 (57.05, 68.82) |
69.88 (64.30, 75.47) |
0.005 |
86.05 (80.07, 92.03) |
93.02 (88.63, 97.42) |
0.026 |
Physician 7 |
49.03 (42.95, 55.12) |
55.98 (49.94, 62.03) |
0.002 |
91.47 (86.65, 96.29) |
96.12 (92.79, 99.46) |
0.031 |
Overall physicians |
62.00 (55.64, 68.35) |
68.89 (64.68, 73.10) |
< 0.001 |
88.26 (82.90, 93.62) |
91.36 (88.49, 94.23) |
0.015 |
Accuracy (95% CI) | AUROC (95% CI) | |||||
Physician 1 |
72.94 (68.52, 77.36) |
76.03 (71.68, 80.28) |
0.022 |
0.790 (0.756, 0.823) |
0.807 (0.772, 0.842) |
0.167 |
Physician 2 |
72.94 (68.52, 77.36) |
77.84 (73.70, 81.97) |
0.003 |
0.766 (0.726, 0.807) |
0.803 (0.764, 0.842) |
0.032 |
Physician 3 |
68.30 (63.67, 72.93) |
75.26 (70.96, 79.55) |
< 0.001 |
0.741 (0.702, 0.780) |
0.805 (0.771, 0.839) |
< 0.001 |
Physician 4 |
72.42 (67.98, 76.87) |
79.38 (75.36, 83.41) |
< 0.001 |
0.751 (0.707, 0.794) |
0.811 (0.771, 0.850) |
0.004 |
Physician 5 |
74.74 (70.42, 79.07) |
79.12 (75.08, 83.17) |
< 0.001 |
0.764 (0.721, 0.808) |
0.809 (0.769, 0.848) |
0.002 |
Physician 6 |
70.62 (66.09, 75.15) |
77.58 (73.43, 81.73) |
< 0.001 |
0.745 (0.703, 0.787) |
0.815 (0.779, 0.850) |
< 0.001 |
Physician 7 |
63.14 (58.34, 67.94) |
69.33 (64.74, 73.92) |
< 0.001 |
0.703 (0.664, 0.742) |
0.761 (0.726, 0.795) |
< 0.001 |
Overall physicians |
70.73 (65.91, 75.54) |
76.36 (73.21, 79.51) |
< 0.001 |
0.751 (0.719, 0.783) |
0.801 (0.774, 0.828) |
< 0.001 |
CR, chest radiograph; DLCR, deep learning-based assistive technology for chest radiograph; CI, confidence interval; AUROC, area under the receiver operating characteristic curve