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HAO Yingying, ZHANG Lin, MA Xiaokai, CAO Zhenbo. The Validation Study on Wrist-wearable Activity Monitors for Monitoring Physical Activity[J]. Journal of Shanghai University of Sport, 2019, 43(4): 73-83. DOI: 10.16099/j.sus.2019.04.011
Citation: HAO Yingying, ZHANG Lin, MA Xiaokai, CAO Zhenbo. The Validation Study on Wrist-wearable Activity Monitors for Monitoring Physical Activity[J]. Journal of Shanghai University of Sport, 2019, 43(4): 73-83. DOI: 10.16099/j.sus.2019.04.011

The Validation Study on Wrist-wearable Activity Monitors for Monitoring Physical Activity

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  • Received Date: January 14, 2018
  • Revised Date: October 12, 2018
  • Publish Date: July 29, 2019
  • Issue Publish Date: July 29, 2019
  •   Objective  To provide a reference for carrying out related studies by sorting out the validity studies on wrist-wearable activity monitors for evaluation of physical activity parameters and summarizing all existing research results and progress.
      Methods  CNKI, PubMed, EMBASE, Google Scholar, and other databases were searched.After the initial screening, exclusion of repeated articles, the results of all studies were integrated and finally summarized.
      Results  As the results of studies are affected by various factors, wrist-wearable activity monitors exhibit errors when monitoring the parameters of different physical activities and distance, and quantifying the time spent on different intensities of physical activity.
      Conclusions  Wrist-wearable activity monitor devices have the poor accuracy on monitoring the different physical activity parameters as a whole, so we should interpret these research results in practical situation discreetly.In addition, there are many deficiencies in present studies, and these subjects require further in-depth studies.
  • [1]
    CASPERSEN C J, POWELL K E, CHRISTENSON G M Physical activity, exercise, and physical fitness:Definitions and distinctions for health-related research[J].Public Health Rep, 1985, 100(2):126-131 http://d.old.wanfangdata.com.cn/OAPaper/oai_pubmedcentral.nih.gov_1424733
    [2]
    STEPHENSON J, CONSULTANT, ECONOMIST H, et al.The cost of illness attributable to physical inactivity in Australia[J].Health and Aged Care, 2000:31-36 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=10.1177/1545968308323779
    [3]
    MORROW J R, JACKSON A W, BAZZARRE T L, et al.A one-year follow-up to physical activity and health.A report of the Surgeon General[J].Am J Prev Med, 1999, 17(1):24-30 doi: 10.1016/S0749-3797(99)00030-6
    [4]
    乔玉成, 王卫军.全球人口体力活动不足的概况及特征[J].体育科学, 2015, 35(8):8-15 http://d.old.wanfangdata.com.cn/Periodical/tykx201508002
    [5]
    SEALE J L, RUMPLER W V.Comparison of energy expenditure measurements by diet records, energy intake balance, doubly labeled water and room calorimetry[J].Eur J Clin Nutr, 1997, 51(12):856-863 doi: 10.1038/sj.ejcn.1600498
    [6]
    洪俊睿, 袁琼嘉, 王涛, 等.Actigraph传感器在青少年体力活动能量消耗测试中的应用[J].上海体育学院学报, 2013, 37(3):64-65 doi: 10.3969/j.issn.1000-5498.2013.03.012
    [7]
    王军利, 张冰, 贾丽雅, 等.Actigraph(GT3X)加速度计测量我国19~29岁人群身体活动能耗的效度研究[J].体育科学, 2012, 32(12):71-77 doi: 10.3969/j.issn.1000-677X.2012.12.010
    [8]
    NELSON M B, KAMINSKY L A, DICKIN D C, et al.Validity of consumer-based physical activity monitors for specific activity types[J].Med Sci Sports Exerc, 2016, 48(8):1619-1628 doi: 10.1249/MSS.0000000000000933
    [9]
    付强.计步器测量日步行量综述[J].科技信息, 2010(25):95-96 http://d.old.wanfangdata.com.cn/Periodical/kjxx201025400
    [10]
    MAUGHAN R.Research methods in physical activity[J].British Journal of Sports Medicine, 1991, 25(2):111 http://d.old.wanfangdata.com.cn/OAPaper/oai_doaj-articles_d980a0c6da718229ab0265e85efda068
    [11]
    HUANG Y, XU J, YU B, et al.Validity of FitBit, Jawbone UP, Nike+ and other wearable devices for level and stair walking[J].Gait Posture, 2016, 48:36-41 doi: 10.1016/j.gaitpost.2016.04.025
    [12]
    ALINIA P, CAIN C, FALLAHZADEH R, et al.How accurate is your activity tracker? A comparative study of step counts in low-intensity physical activities[J].JMIR Mhealth Uhealth, 2017, 5(8):e106 doi: 10.2196/mhealth.6321
    [13]
    DIAZ K M, KRUPKA D J, CHANG M J, et al.Fitbit(R):An accurate and reliable device for wireless physical activity tracking[J].Int J Cardiol, 2015, 185:138-140 doi: 10.1016/j.ijcard.2015.03.038
    [14]
    CHOW J J, THOM J M, WEWEGE M A, et al.Accuracy of step count measured by physical activity monitors:The effect of gait speed and anatomical placement site[J].Gait Posture, 2017, 57:199-203 http://cn.bing.com/academic/profile?id=f86e805b4350b3f171477193ab011a69&encoded=0&v=paper_preview&mkt=zh-cn
    [15]
    KOOIMAN T J, DONTJE M L, SPRENGER S R, et al.Reliability and validity of ten consumer activity trackers[J].BMC Sports Sci Med Rehabil, 2015, 7:24 doi: 10.1186/s13102-015-0018-5
    [16]
    SUSHAMES A, EDWARDS A, THOMPSON F, et al.Validity and reliability of Fitbit Flex for step count, moderate to vigorous physical activity and activity energy expenditure[J].Plos One, 2016, 11(9):e0161224 doi: 10.1371/journal.pone.0161224
    [17]
    STACKPOOL CAITLIN M.Accuracy of various activity trackers in estimating steps taken and energy expenditure[J].Journal of Fitness Research, 2014, 3(3):32-48 https://minds.wisconsin.edu/handle/1793/66292
    [18]
    STORM F A, HELLER B W, MAZZA C.Step detection and activity recognition accuracy of seven physical activity monitors[J].Plos One, 2015, 10(3):e0118723 doi: 10.1371/journal.pone.0118723
    [19]
    DIJKSTRA B, ZIJLSTRA W, SCHERDER E, et al.Detection of walking periods and number of steps in older adults and patients with Parkinson's disease:Accuracy of a pedometer and an accelerometry-based method[J].Age Ageing, 2008, 37(4):436-441 doi: 10.1093/ageing/afn097
    [20]
    LE M G C, TUDOR L C.Comparison of pedometer and accelerometer accuracy under controlled conditions[J].Med Sci Sports Exerc, 2003, 35(5):867-871 doi: 10.1249/01.MSS.0000064996.63632.10
    [21]
    RYAN C G, GRANT P M, TIGBE W W, et al.The validity and reliability of a novel activity monitor as a measure of walking[J].Br J Sports Med, 2006, 40(9):779-784 doi: 10.1136/bjsm.2006.027276
    [22]
    YANG C C, HSU Y L, SHIH K S, et al.Real-time gait cycle parameter recognition using a wearable accelerometry system[J].Sensors (Basel), 2011, 11(8):7314-7326 doi: 10.3390/s110807314
    [23]
    ROSENBERGER M E, BUMAN M P, HASKELL W.L., et al.Twenty-four hours of sleep, sedentary behavior, and physical activity with nine wearable devices[J].Med Sci Sports Exerc, 2016, 48(3):457-465 doi: 10.1249/MSS.0000000000000778
    [24]
    FERGUSON T, ROWLANDS A V, OLDS T, et al.The validity of consumer-level, activity monitors in healthy adults worn in free-living conditions:A cross-sectional study[J].Int J Behav Nutr Phys Act, 2015, 12:42 doi: 10.1186/s12966-015-0201-9
    [25]
    FARINA N, LOWRY R G.The validity of consumer-level activity monitors in healthy older adults in free-living conditions[J].J Aging Phys Act, 2018, 26(1):128-135 doi: 10.1123/japa.2016-0344
    [26]
    DOMINICK G M, WINFREE K N, POHLIG R T, et al.Physical activity assessment between consumer- and research-grade accelerometers:A comparative study in free-living conditions[J].JMIR Mhealth Uhealth, 2016, 4(3):e110 doi: 10.2196/mhealth.6281
    [27]
    REID R E R, INSOGNA J A, CARVER T E, et al.Validity and reliability of Fitbit activity monitors compared to ActiGraph GT3X+ with female adults in a free-living environment[J].J Sci Med Sport, 2017, 20(6):578-582 doi: 10.1016/j.jsams.2016.10.015
    [28]
    CHU A H, NG S H, PAKNEZHAD M, et al.Comparison of wrist-worn Fitbit Flex and waist-worn Acti Graph for measuring steps in free-living adults[J].Plos One, 2017, 12(2):e0172535 doi: 10.1371/journal.pone.0172535
    [29]
    FULK G D, COMBS S A, DANKS K A, et al.Accuracy of 2 activity monitors in detecting steps in people with stroke and traumatic brain injury[J].Phys Ther, 2014, 94(2):222-229 doi: 10.2522/ptj.20120525
    [30]
    SCHAFFER S D, HOLZAPFEL S D, FULK G, et al.Step count accuracy and reliability of two activity tracking devices in people after stroke[J].Physiother Theory Pract, 2017, 33(10):788-796 doi: 10.1080/09593985.2017.1354412
    [31]
    TREACY D, HASSETT L, SCHURR K, et al.Validity of different activity monitors to count steps in an inpatient rehabilitation setting[J].Phys Ther, 2017, 97(5):581-588 doi: 10.1093/ptj/pzx010
    [32]
    VOSS C, GARDNER R F, DEAN P H, et al.Validity of commercial activity trackers in children with congenital heart disease[J].Can J Cardiol, 2017, 33(6):799-805 doi: 10.1016/j.cjca.2016.11.024
    [33]
    FLOEGEL T A, FLOREZ P A, HEKLER E B, et al.Validation of consumer-based hip and wrist activity monitors in older adults with varied ambulatory abilities[J].J Gerontol A Biol Sci Med Sci, 2017, 72(2):229-236 doi: 10.1093/gerona/glw098
    [34]
    PRICE K, BIRD S R, LYTHGO N, et al.Validation of the Fitbit One, Garmin Vivofit and Jawbone UP activity tracker in estimation of energy expenditure during treadmill walking and running[J].J Med Eng Technol, 2017, 41(3):208-215 doi: 10.1080/03091902.2016.1253795
    [35]
    DOOLEY E E, GOLASZEWSKI N M, BARTHOLOMEW J B.Estimating accuracy at exercise intensities:A comparative study of self-monitoring heart rate and physical activity wearable devices[J].JMIR Mhealth Uhealth, 2017, 5(3):e34 doi: 10.2196/mhealth.7043
    [36]
    BAI Y, WELK G J, NAM Y H, et al.Comparison of consumer and research monitors under semistructured settings[J].Med Sci Sports Exerc, 2016, 48(1):151-158 doi: 10.1249/MSS.0000000000000727
    [37]
    IMBODEN M T, NELSON M B, KAMINSKY L A, et al.Comparison of four Fitbit and Jawbone activity monitors with a research-grade ActiGraph accelerometer for estimating physical activity and energy expenditure[J].Br J Sports Med, 2018, 52(13):844-850 doi: 10.1136/bjsports-2016-096990
    [38]
    MURAKAMI H, KAWAKAMI R, NAKAE S, et al.Accuracy of wearable devices for estimating total energy expenditure:Comparison with metabolic chamber and doubly labeled water method[J].JAMA Intern Med, 2016, 176(5):702-703 doi: 10.1001/jamainternmed.2016.0152
    [39]
    BROOKE S M, AN H S, KANG S K, et al.Concurrent validity of wearable activity trackers under free-living conditions[J].J Strength Cond Res, 2017, 31(4):1097-1106 doi: 10.1519/JSC.0000000000001571
    [40]
    TROOSTERS T, GOSSELINK R, DECRAMER M.Six minute walking distance in healthy elderly subjects[J].Eur Respir J, 1999, 14(2):270-274 http://d.old.wanfangdata.com.cn/NSTLQK/NSTL_QKJJ029785336/
    [41]
    JONES P W, BAVEYSTOCK C M, LITTLEJOHNS P.Relationships between general health measured with the sickness impact profile and respiratory symptoms, physiological measures, and mood in patients with chronic airflow limitation[J].Am Rev Respir Dis, 1989, 140(6):1538-1543 doi: 10.1164/ajrccm/140.6.1538
    [42]
    MOHLER E R, HIATT W R, CREAGER M A.Cholesterol reduction with atorvastatin improves walking distance in patients with peripheral arterial disease[J].Circulation, 2003, 108(12):1481-6 doi: 10.1161/01.CIR.0000090686.57897.F5
    [43]
    TOMPKINS J, BOSCH P R, CHENOWITH R.et al.Changes in functional walking distance and health-related quality of life after gastric bypass surgery[J].Phys Ther, 2008, 88(8):928-935 doi: 10.2522/ptj.20070296
    [44]
    MAMMEN G, GARDINER S, SENTHINATHAN A, et al.Is this Bit Fit? Measuring the quality of the Fit-Bit step counter[J].The East Japan Journal of Clinical Orthopaedics, 2012, 5(4):30-39 http://www.wanfangdata.com.cn/details/detail.do?_type=perio&id=10.1177/000944550003600301
    [45]
    TROIANO R P, MCCLAIN J J, BRYCHTA R J, et al.Evolution of accelerometer methods for physical activity research[J].Br J Sports Med, 2014, 48(13):1019-1023 doi: 10.1136/bjsports-2014-093546
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