Table 1 Characteristics of the datasets used in this study
From: Advancing sleep health equity through deep learning on large-scale nocturnal respiratory signals
Dataset | Nights | Age (%) | Male (%) | AHI (%) | Hypertension (%) | LD+ (%) | PD (%) | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
< 45 | [45, 55) | [55, 65) | > =65 | < 5 | [5, 15) | [15, 30) | > =30 | ||||||
SHHS1* | 5736 | 5.9 | 17.6 | 30.6 | 45.9 | 47.8 | 17.3 | 38.3 | 27.3 | 17.1 | 30.7 | 42.7 | / |
SHHS2* | 2638 | 0.1 | 11.6 | 28.9 | 59.4 | 46.2 | 17.4 | 37.1 | 27.0 | 18.5 | 44.2 | 6.7 | 0.5 |
MrOS1* | 2848 | 0.0 | 0.0 | 0.0 | 100.0 | 100.0 | 9.3 | 33.6 | 32.1 | 25.0 | 49.8 | 5.1 | 1.1 |
MrOS2* | 999 | 0.0 | 0.0 | 0.0 | 100.0 | 100.0 | 10.0 | 31.4 | 31.5 | 27.0 | 52.9 | / | 1.6 |
MESA* | 2015 | 0.0 | 0.1 | 36.7 | 63.2 | 46.3 | 10.4 | 30.5 | 29.5 | 29.6 | / | / | / |
SOF* | 446 | 0.0 | 0.0 | 0.0 | 100.0 | 0.0 | 18.6 | 38.6 | 28.5 | 14.3 | 59.9 | 12.1 | / |
ClinSuZhou* | 458 | 55.5 | 17.5 | 12.9 | 13.8 | 80.3 | 27.1 | 17.2 | 16.8 | 38.9 | 24.7 | 0.4 | 11.1 |
ClinHuaiAn# | 424 | 56.1 | 21.9 | 14.9 | 6.8 | 86.8 | 11.3 | 16.3 | 16.5 | 55.9 | 27.1 | / | / |
ClinRadar# | 221 | 62.0 | 19.5 | 11.8 | 6.3 | 81.4 | 24.9 | 19.0 | 18.6 | 37.6 | 21.3 | 0.9 | 6.3 |