Validity of Wearable Monitors and Smartphone Applications for Measuring Steps in Semi-Structured and Free-Living Settings

被引:1
作者
Adamakis, Manolis [1 ]
机构
[1] Natl & Kapodistrian Univ Athens, Sch Phys Educ & Sport Sci, Dafne 17237, Greece
关键词
validity; accuracy; accelerometer; physical activity measurement; free-living monitoring; wearable monitor; activity tracker; consumer-level monitor; smartphone app; step count; INTRACLASS CORRELATION-COEFFICIENTS; PHYSICAL-ACTIVITY MONITORS; WORLDWIDE SURVEY; FITNESS TRENDS; RELIABILITY; ACTIGRAPH; DEVICES;
D O I
10.3390/technologies11010029
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Wearable technologies have become powerful tools for health and fitness and are indispensable everyday tools for many individuals; however, significant limitations exist related to the validity of the metrics these monitors purport to measure. Thus, the purpose of the present study was to validate the step count of three wearable monitors (i.e., Yamax 3D Power-Walker, Garmin Vivofit 3 and Medisana Vifit), as well as two Android apps (i.e., Accupedo Pedometer and Pedometer 2.0), in a sample of healthy adults. These monitors and apps were evaluated in a lab-based semi-structured study and a 3-day field study under habitual free-living conditions. A convenience sample of 24 healthy adults (14 males and 10 females; 32.6 +/- 2.5 years) participated in both studies. Direct step observation and Actigraph served as the criterion methods and validity was evaluated by comparing each monitor and app with the criterion measure using mean absolute percentage errors (MAPE), Bland-Altman plots, and Intraclass Correlation Coefficients. The results revealed high validity for the three wearable monitors during the semi-structured study, with MAPE values approximately 5% for Yamax and Vifit and well below 5% for Vivofit, while the two apps showed high MAPE values over 20%. In the free-living study all monitors and apps had high MAPE, over 10%. The lowest error was observed for Yamax, Vifit and Pedometer app, while Accupedo app had the highest error, overestimating steps by 32%. The present findings cannot support the value of wearable monitors and apps as acceptable measures of PA and step count in free-living contexts. Wearable monitors and apps that might be valid in one context, might not be valid in different contexts and vice versa, and researchers should be aware of this limitation.
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页数:11
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共 41 条
  • [1] Adamakis M, 2022, Sport Mont, V20, P3
  • [2] Criterion Validity of iOS and Android Applications to Measure Steps and Distance in Adults
    Adamakis, Manolis
    [J]. TECHNOLOGIES, 2021, 9 (03)
  • [3] How Well iPhones Measure Steps in Free-Living Conditions: Cross-Sectional Validation Study
    Amagasa, Shiho
    Kamada, Masamitsu
    Sasai, Hiroyuki
    Fukushima, Noritoshi
    Kikuchi, Hiroyuki
    Lee, I-Min
    Inoue, Shigeru
    [J]. JMIR MHEALTH AND UHEALTH, 2019, 7 (01):
  • [4] Physical Activity Guidelines Advisory Committee Report, 2008
    不详
    [J]. NUTRITION REVIEWS, 2009, 67 (02) : 114 - 120
  • [5] Comprehensive comparison of Apple Watch and Fitbit monitors in a free-living setting
    Bai, Yang
    Tompkins, Connie
    Gell, Nancy
    Dione, Dakota
    Zhang, Tao
    Byun, Wonwoo
    [J]. PLOS ONE, 2021, 16 (05):
  • [6] STATISTICAL METHODS FOR ASSESSING AGREEMENT BETWEEN TWO METHODS OF CLINICAL MEASUREMENT
    BLAND, JM
    ALTMAN, DG
    [J]. LANCET, 1986, 1 (8476) : 307 - 310
  • [7] Breteler Martine Jm, 2019, JMIR Form Res, V3, pe11489, DOI 10.2196/11489
  • [8] A systematic literature review of reviews on techniques for physical activity measurement in adults: a DEDIPAC study
    Dowd, Kieran P.
    Szeklicki, Robert
    Minetto, Marco Alessandro
    Murphy, Marie H.
    Polito, Angela
    Ghigo, Ezio
    van der Ploeg, Hidde
    Ekelund, Ulf
    Maciaszek, Janusz
    Stemplewski, Rafal
    Tomczak, Maciej
    Donnelly, Alan E.
    [J]. INTERNATIONAL JOURNAL OF BEHAVIORAL NUTRITION AND PHYSICAL ACTIVITY, 2018, 15
  • [9] Walk this way: validity evidence of iphone health application step count in laboratory and free-living conditions
    Duncan, Markus J.
    Wunderlich, Kelly
    Zhao, Yingying
    Faulkner, Guy
    [J]. JOURNAL OF SPORTS SCIENCES, 2018, 36 (15) : 1695 - 1704
  • [10] Systematic review of the validity and reliability of consumer-wearable activity trackers
    Evenson, Kelly R.
    Goto, Michelle M.
    Furberg, Robert D.
    [J]. INTERNATIONAL JOURNAL OF BEHAVIORAL NUTRITION AND PHYSICAL ACTIVITY, 2015, 12