About the Accuracy and Problems of Consumer Devices in the Assessment of Sleep

被引:40
作者
Ameen, Mohamed S. [1 ]
Cheung, Lok Man [1 ,2 ]
Hauser, Theresa [1 ]
Hahn, Michael A. [1 ]
Schabus, Manuel [1 ,3 ]
机构
[1] Univ Salzburg, Dept Psychol, Lab Sleep Cognit & Consciousness Res, Hellbrunner Str 34, A-5020 Salzburg, Austria
[2] Univ Surrey, Sch Psychol, Stag Hill, Guildford GU2 7XH, Surrey, England
[3] CCNS, Hellbrunner Str 34, A-5020 Salzburg, Austria
关键词
wrist-worn devices; sleep trackers; activity trackers; sleep classification; polysomnography; HOME; CLASSIFICATION; AGREEMENT; MEDICINE; TRACKING; KAPPA;
D O I
10.3390/s19194160
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Commercial sleep devices and mobile-phone applications for scoring sleep are gaining ground. In order to provide reliable information about the quantity and/or quality of sleep, their performance needs to be assessed against the current gold standard, i.e., polysomnography (PSG; measuring brain, eye, and muscle activity). Here, we assessed some commercially available sleep trackers, namely an activity tracker; Mi band (Xiaomi, Beijing, China), a scientific actigraph: Motionwatch 8 (CamNTech, Cambridge, UK), and a much-used mobile phone application: Sleep Cycle (Northcube, Gothenburg, Sweden). We recorded 27 nights in healthy sleepers using PSG and these devices and compared the results. Surprisingly, all devices had poor agreement with the PSG gold standard. Sleep parameter comparisons revealed that, specifically, the Mi band and the Sleep Cycle application had difficulties in detecting wake periods which negatively affected their total sleep time and sleep-efficiency estimations. However, all 3 devices were good in detecting the most basic parameter, the actual time in bed. In summary, our results suggest that, to date, the available sleep trackers do not provide meaningful sleep analysis but may be interesting for simply tracking time in bed. A much closer interaction with the scientific field seems necessary if reliable information shall be derived from such devices in the future.
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页数:15
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共 19 条
  • [11] HIGH AGREEMENT BUT LOW KAPPA .1. THE PROBLEMS OF 2 PARADOXES
    FEINSTEIN, AR
    CICCHETTI, DV
    [J]. JOURNAL OF CLINICAL EPIDEMIOLOGY, 1990, 43 (06) : 543 - 549
  • [12] The disagreeable behaviour of the kappa statistic
    Flight, Laura
    Julious, Steven A.
    [J]. PHARMACEUTICAL STATISTICS, 2015, 14 (01) : 74 - 78
  • [13] Comparison of actigraphic, polysomnographic, and subjective assessment of sleep parameters in sleep-disordered patients
    Kushida, Clete A.
    Chang, Arthur
    Gadkary, Chirag
    Guilleminault, Christian
    Carrillo, Oscar
    Dement, William C.
    [J]. SLEEP MEDICINE, 2001, 2 (05) : 389 - 396
  • [14] MEASUREMENT OF OBSERVER AGREEMENT FOR CATEGORICAL DATA
    LANDIS, JR
    KOCH, GG
    [J]. BIOMETRICS, 1977, 33 (01) : 159 - 174
  • [15] Comparison of Wearable Trackers' Ability to Estimate Sleep
    Lee, Jung-Min
    Byun, Wonwoo
    Keill, Alyssa
    Dinkel, Danae
    Seo, Yaewon
    [J]. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2018, 15 (06):
  • [16] Evaluation of home versus laboratory polysomnography in the diagnosis of sleep apnea syndrome
    Portier, F
    Portmann, A
    Czernichow, P
    Vascaut, L
    Devin, E
    Benhamou, D
    Cuvelier, A
    Muir, JF
    [J]. AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2000, 162 (03) : 814 - 818
  • [17] The role and validity of actigraphy in sleep medicine: An update
    Sadeh, Avi
    [J]. SLEEP MEDICINE REVIEWS, 2011, 15 (04) : 259 - 267
  • [18] Schutte-Rodin S, 2008, J CLIN SLEEP MED, V4, P487
  • [19] Sleep Tracking, Wearable Technology, and Opportunities for Research and Clinical Care
    Shelgikar, Anita Valanju
    Anderson, Patricia F.
    Stephens, Marc R.
    [J]. CHEST, 2016, 150 (03) : 732 - 743