Table 2 Overview of annotated events, Polysomnography’s (PSG), and demographics of cohorts used to train and evaluate ABED
From: Expert-level probabilistic breathing event detector informs phenotyping of sleep apnea
EVENT | PSG | DEMOGRAPHIC | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
COHORT | OA | CA | HYPO | IRE | Train/Val | Test | Total | Age | BMI | (F - M) |
SINGLE SCORED | ||||||||||
MESA * | 32,249 | 3865 | 145,119 | 131,600 | 1175 | 249 | 1424 | 69.2 ± 9.0 | 28.8 ± 5.3 | 54–46 |
MROS * | 97,544 | 26,919 | 214,605 | 198,641 | 2337 | 500 | 2837 | 76.4 ± 5.5 | 27.2 ± 3.8 | 0–100 |
WSC° | 28,964 | 4753 | 155,517 | 0 | 1317 | 250 | 1567 | 57.3 ± 8.0 | 31.8 ± 7.3 | 46–54 |
CFS * | 16,245 | 2384 | 74,091 | 0 | 627 | 100 | 727 | 41.5 ± 19.4 | 32.4 ± 9.5 | 55–45 |
TOTAL | 175,002 | 37,921 | 589,332 | 330,241 | 5456 | 1099 | 6555 | 67.1 ± 14.6 | 29.1 ± 2.5 | 29–71 |
CONSENSUS SCORED | ||||||||||
ALLIANCE ‘’ | 1521 | 228 | 6050 | 0 | 0 | 58 | 58 | 51.1 ± 4.2 | 32.9 ± 9.2 | 100–0 |
DREEM * | 2166 | 501 | 4,026 | 0 | 0 | 55 | 55 | 45.6 ± 16.5 | 29.6 ± 6.4 | 36–64 |
TOTAL | 3687 | 729 | 10,076 | 0 | 0 | 113 | 113 | 48.4 ± 11.9 | 31.3 ± 8.0 | 69–31 |
