TABLE V.
Summary performance metrics for different study subgroups for the MGH dataset in experiment 1 with all values in percentages
Accuracy | Sensitivity | Specificity | Precision | F1-score | AHI classification accuracy | |
---|---|---|---|---|---|---|
| ||||||
Male (N=5687) | 95 | 72 | 96 | 67 | 70 | 66 |
Female (N=3930) | 96 | 58 | 98 | 62 | 60 | 71 |
| ||||||
Normal breathing (N=3718) | 98 | 42 | 99 | 35 | 38 | 83 |
Mild apnea (N=2490) | 95 | 55 | 97 | 58 | 57 | 54 |
Moderate apnea (N=1803) | 93 | 69 | 96 | 70 | 70 | 56 |
Severe apnea (N=950) | 90 | 76 | 94 | 81 | 78 | 76 |
| ||||||
Diagnostic (N=4645) | 96 | 62 | 98 | 56 | 59 | 68 |
Split night (N=2346) | 93 | 74 | 96 | 75 | 74 | 65 |
All night CPAP (N=2317) | 97 | 60 | 98 | 55 | 58 | 70 |