Reliability and Validity of Commercially Available Wearable Devices for Measuring Steps, Energy Expenditure, and Heart Rate: Systematic Review

被引:374
作者
Fuller, Daniel [1 ,2 ,3 ]
Colwell, Emily [1 ]
Low, Jonathan [1 ]
Orychock, Kassia [1 ]
Tobin, Melissa Ann [4 ]
Simango, Bo [1 ]
Buote, Richard [4 ]
Van Heerden, Desiree [5 ]
Luan, Hui [6 ]
Cullen, Kimberley [1 ,3 ]
Slade, Logan [4 ]
Taylor, Nathan G. A. [7 ]
机构
[1] Mem Univ, Sch Human Kinet & Recreat, St John, NF, Canada
[2] Mem Univ, Dept Comp Sci, St John, NF, Canada
[3] Mem Univ, Fac Med, Div Community Hlth & Humanities, St John, NF, Canada
[4] Mem Univ, Fac Med, St John, NF, Canada
[5] Mem Univ, Fac Engn, St John, NF, Canada
[6] Univ Oregon, Dept Geog, Eugene, OR 97403 USA
[7] Dalhousie Univ, Sch Hlth Adm, Halifax, NS, Canada
关键词
commercial wearable devices; systematic review; heart rate; energy expenditure; step count; Fitbit; Apple Watch; Garmin; Polar; PHYSICAL-ACTIVITY TRACKERS; ACTIVITY MONITORS; WRIST-WORN; FITBIT-ZIP; OLDER-ADULTS; COMPARATIVE ACCURACY; CONCURRENT VALIDITY; CONSUMER-LEVEL; WALKING SPEEDS; VALIDATION;
D O I
10.2196/18694
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Background: Consumer-wearable activity trackers are small electronic devices that record fitness and health-related measures. Objective: The purpose of this systematic review was to examine the validity and reliability of commercial wearables in measuring step count, heart rate, and energy expenditure. Methods: We identified devices to be included in the review. Database searches were conducted in PubMed, Embase, and SPORTDiscus, and only articles published in the English language up to May 2019 were considered. Studies were excluded if they did not identify the device used and if they did not examine the validity or reliability of the device. Studies involving the general population and all special populations were included. We operationalized validity as criterion validity (as compared with other measures) and construct validity (degree to which the device is measuring what it claims). Reliability measures focused on intradevice and interdevice reliability. Results: We included 158 publications examining nine different commercial wearable device brands. Fitbit was by far the most studied brand. In laboratory-based settings, Fitbit, Apple Watch, and Samsung appeared to measure steps accurately. Heart rate measurement was more variable, with Apple Watch and Garmin being the most accurate and Fitbit tending toward underestimation. For energy expenditure, no brand was accurate. We also examined validity between devices within a specific brand. Conclusions: Commercial wearable devices are accurate for measuring steps and heart rate in laboratory-based settings, but this varies by the manufacturer and device type. Devices are constantly being upgraded and redesigned to new models, suggesting the need for more current reviews and research.
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页数:23
相关论文
共 181 条
[1]   The validity and inter-device variability of the Apple Watch for measuring maximal heart rate [J].
Abt, Grant ;
Bray, James ;
Benson, Amanda Clare .
JOURNAL OF SPORTS SCIENCES, 2018, 36 (13) :1447-1452
[2]   Validation of Fitbit-Flex as a measure of free-living physical activity in a community-based phase III cardiac rehabilitation population [J].
Alharbi, Muaddi ;
Bauman, Adrian ;
Neubeck, Lis ;
Gallagher, Robyn .
EUROPEAN JOURNAL OF PREVENTIVE CARDIOLOGY, 2016, 23 (14) :1476-1485
[3]   How Accurate Is Your Activity Tracker? A Comparative Study of Step Counts in Low-Intensity Physical Activities [J].
Alinia, Parastoo ;
Cain, Chris ;
Fallahzadeh, Ramin ;
Shahrokni, Armin ;
Cook, Diane ;
Ghasemzadeh, Hassan .
JMIR MHEALTH AND UHEALTH, 2017, 5 (08)
[4]   Interest and preferences for using advanced physical activity tracking devices: results of a national cross-sectional survey [J].
Alley, Stephanie ;
Schoeppe, Stephanie ;
Guertler, Diana ;
Jennings, Cally ;
Duncan, Mitch J. ;
Vandelanotte, Corneel .
BMJ OPEN, 2016, 6 (07)
[5]  
Almalki M, 2013, HLTH INF SCI SYST S1, V3, P1
[6]   Accuracy of the vivofit activity tracker [J].
Alsubheen S.A. ;
George A.M. ;
Baker A. ;
Rohr L.E. ;
Basset F.A. .
Journal of Medical Engineering and Technology, 2016, 40 (06) :298-306
[7]   How valid are wearable physical activity trackers for measuring steps? [J].
An, Hyun-Sung ;
Jones, Gregory C. ;
Kang, Seoung-Ki ;
Welk, Gregory J. ;
Lee, Jung-Min .
EUROPEAN JOURNAL OF SPORT SCIENCE, 2017, 17 (03) :360-368
[8]  
[Anonymous], 2017, J EXERC PHYSL ONLINE
[9]  
[Anonymous], 2018, PLOS ONE, DOI DOI 10.1371/JOURNAL.PONE.0208009
[10]  
[Anonymous], 2015, Global recommendations on physical activity for health