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. 2023 Jul 26;25:e47735. doi: 10.2196/47735

Table 4.

Study characteristics of the wearable tools categorya.

Study, year Digital tool OSAb definition Sample size, n (group type: D=derivation group, V=validation group) OSA prevalence, n (%) Area under the curve (95% CI) Sensitivity, % (95% CI) Specificity, % (95% CI)
Levendowski et al [42], 2014 Neck device AHIc>5d; AHI≥10; AHI≥15 20 (D); 24 (V) e 78 (—)d;
81 (—);
87 (—)
92 (—)d;
87 (—);
88 (—)
Selvaraj and Narasimhan [43], 2014 Adhesive patch sensors (chest) AHI≥15 53 (D) 32 (60) 94 (83-98) 79 (65-88)
Ben Azouz et al [40], 2018 Garment or body-worn sensor 32 (D)
Hayano et al [39], 2020 Smartwatch AHI>15 41 (D) 22 (54) 82 (—) 89 (—)
Chen et al [37], 2021 Smartwatch 20 (D) 96 (—)
Ganglberger et al [41], 2021 Respiration belt 404 (D) 248 (61) 0.97 (—)
Chen et al [38], 2021 Smartwatch AHI≥5; AHI≥15d; AHI≥30 20 (D) 17 (85) 0.81 (—);
0.93 (—)d;
0.80 (—)
77 (50-93);
86 (57-98)d;
80 (44-98)
100 (29-100);
100 (54-100)d;
80 (44-98)
Yeh et al [44], 2021 Ring AHI≥5; AHI≥15; AHI≥30d 78 (D) 43 (55) 0.93 (0.88-0.98);
0.96 (0.90-1.00);
0.96 (0.92-1.00)d
100 (92-100);
93 (77-99);
71 (42-92)d
3 (0-15);
74 (59-85);
95 (87-99)d
Fedorin and Slyusarenko [36], 2021 Smartwatch AHI>15 107 (D); 69 (V)
Xu et al [22], 2022 Adhesive patch sensor (palm) AHI≥5; AHI≥15d 196 (D) 0.95 (0.91-0.98);
0.95 (0.92-0.98)d
93 (—);
92 ()d
77 (—);
89 ()d

aIf the study used different clinical cutoff values for obstructive sleep apnea diagnosis, the results are only presented for the best-achieved cutoff and marked in italics. When external validation was performed, the results are only presented for the validation group.

bOSA: obstructive sleep apnea.

cAHI: apnea-hypopnea index.

dBest-achieved cutoff.

eNot available.