Table 2 Mean (SD) AUROC for different subsets of the proposed sensor system for the two-, three-, and four-stage resolution models.
From: Automating sleep stage classification using wireless, wearable sensors
Sleep stage | ACC, ECG, TEMP (all) | ACC ND, ECG, all distal TEMP | ACC ND, ECG, all proximal TEMP | ACC ND, ECG, Chest TEMP (single proximal sensor), hand TEMP ND (single distal sensor) | ACC ND, ECG, hand TEMP ND | ACC ND, ECG | ACC ND | ECG | Hand TEMP ND |
|---|---|---|---|---|---|---|---|---|---|
Wake (2-stage) | 0.89 (0.12) | 0.86 (0.16) | 0.84 (0.15) | 0.87 (0.16) | 0.87 (0.16) | 0.85 (0.14) | 0.82 (0.19) | 0.72 (0.21) | 0.71 (0.16) |
Sleep (2-stage) | 0.89 (0.12) | 0.86 (0.16) | 0.84 (0.15) | 0.87 (0.16) | 0.87 (0.16) | 0.85 (0.14) | 0.82 (0.19) | 0.72 (0.21) | 0.71 (0.16) |
Wake (3-stage) | 0.90 (0.11) | 0.87 (0.15) | 0.84 (0.16) | 0.87 (0.16) | 0.88 (0.15) | 0.83 (0.17) | 0.81 (0.18) | 0.67 (0.24) | 0.72 (0.17) |
NREM (3-stage) | 0.74 (0.13) | 0.75 (0.13) | 0.75 (0.12) | 0.76 (0.13) | 0.77 (0.14) | 0.76 (0.11) | 0.68 (0.11) | 0.71 (0.12) | 0.58 (0.15) |
REM (3-stage) | 0.66 (0.19) | 0.62 (0.17) | 0.63 (0.16) | 0.64 (0.15) | 0.65 (0.15) | 0.65 (0.15) | 0.45 (0.13) | 0.68 (0.11) | 0.50 (0.14) |
Wake (4-stage) | 0.90 (0.11) | 0.87 (0.15) | 0.85 (0.14) | 0.88 (0.14) | 0.89 (0.13) | 0.85 (0.14) | 0.82 (0.18) | 0.70 (0.24) | 0.71 (0.17) |
Light (4-stage) | 0.53 (0.10) | 0.57 (0.09) | 0.56 (0.09) | 0.58 (0.10) | 0.58 (0.10) | 0.57 (0.10) | 0.58 (0.05) | 0.59 (0.09) | 0.51 (0.08) |
Deep (4-stage) | 0.71 (0.10) | 0.70 (0.09) | 0.68 (0.09) | 0.70 (0.09) | 0.71 (0.09) | 0.70 (0.09) | 0.64 (0.10) | 0.65 (0.11) | 0.57 (0.11) |
REM (4-stage) | 0.68 (0.15) | 0.65 (0.14) | 0.66 (0.14) | 0.67 (0.13) | 0.67 (0.14) | 0.68 (0.13) | 0.47 (0.09) | 0.70 (0.10) | 0.49 (0.13) |
