Validation of Smartphones and Different Low-Cost Activity Trackers for Step Counting Under Free-Living Conditions

被引:2
|
作者
Goh, Claire Marie Jie Lin [1 ,2 ]
Wang, Nan Xin [1 ,2 ]
Mueller, Andre Matthias [1 ,2 ]
Yap, Rowena [1 ,2 ]
Edney, Sarah [1 ,2 ]
Mueller-Riemenschneider, Falk [1 ,2 ,3 ,4 ,5 ]
机构
[1] Natl Univ Singapore, Saw Swee Hock Sch Publ Hlth, Singapore, Singapore
[2] Natl Univ Hlth Syst, Singapore, Singapore
[3] Natl Univ Singapore, Yong Loo Lin Sch Med, Singapore, Singapore
[4] Berlin Inst Hlth, Digital Hlth Ctr, Berlin, Germany
[5] Charite Univ Med Berlin, Berlin, Germany
关键词
step counts; physical activity; wearables; mobile phone; pedometer; PHYSICAL-ACTIVITY; CORRELATION-COEFFICIENTS; ELECTRONIC PEDOMETERS; ACTIVITY MONITORS; WRIST-WORN; ACCURACY; VALIDITY; ACCELEROMETER; WALKING; CARE;
D O I
10.1123/jmpb.2022-0022
中图分类号
G8 [体育];
学科分类号
04 ; 0403 ;
摘要
Background: Smartphones and wrist-worn activity trackers are increasingly popular for step counting purposes and physical activity promotion. Although trackers from popular brands have frequently been validated, the accuracy of low-cost devices under free-living conditions has not been adequately determined. Objective: To investigate the criterion validity of smartphones and low-cost wristworn activity trackers under free-living conditions. Methods: Participants wore a waist-worn Yamax pedometer and seven different low-cost wrist-worn activity trackers continuously over 3 days, and an activity log was completed at the end of each day. At the end of the study, the number of step counts reflected on the participants' smartphone for each of the 3 days was also recorded. To establish criterion validity, step counts from smartphones and activity trackers were compared with the pedometers using Pearson's correlation coefficient, mean absolute percentage error, and intraclass correlation coefficient. Results: Five of the seven activity trackers underestimated step counts and the remaining two and the smartphones overestimated step counts. Criterion validity was consistently higher for the activity trackers (r = .78-.92; mean absolute percentage error 14.5%-36.1%; intraclass correlation coefficient: .51-.91) than the smartphone (r = .37; mean absolute percentage error 55.7%; intraclass correlation coefficient: .36). Stratified analysis showed better validity of smartphones among female than for male participants. Phone wearing location also affected accuracy. Conclusions: Low-cost trackers demonstrated high accuracy in recording step counts and can be considered with confidence for research purposes or large-scale health promotion programs. The accuracy of using a smartphone for measuring step counts was substantially lower. Factors such as phone wear location and gender should also be considered when using smartphones to track step counts.
引用
收藏
页码:79 / 87
页数:9
相关论文
共 50 条
  • [1] Low-Cost Consumer-Based Trackers to Measure Physical Activity and Sleep Duration Among Adults in Free-Living Conditions: Validation Study
    Degroote, Laurent
    Hamerlinck, Gilles
    Poels, Karolien
    Maher, Carol
    Crombez, Geert
    De Bourdeaudhuij, Ilse
    Vandendriessche, Ann
    Curtis, Rachel G.
    DeSmet, Ann
    JMIR MHEALTH AND UHEALTH, 2020, 8 (05):
  • [2] Concurrent Validity of Wearable Activity Trackers Under Free-Living Conditions
    Brooke, Skyler M.
    An, Hyun-Sung
    Kang, Seoung-Ki
    Noble, John M.
    Berg, Kris E.
    Lee, Jung-Min
    JOURNAL OF STRENGTH AND CONDITIONING RESEARCH, 2017, 31 (04) : 1097 - 1106
  • [3] Video-Recorded Validation of Wearable Step Counters under Free-living Conditions
    Toth, Lindsay P.
    Park, Susan
    Springer, Cary M.
    Feyerabend, Mckenzie D.
    Steeves, Jeremy A.
    Bassett, David R.
    MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2018, 50 (06): : 1315 - 1322
  • [4] Video-Recorded Validation of Wearable Step Counters Under Free-living Conditions
    Toth, Lindsay
    MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2018, 50 (05): : 261 - 261
  • [5] Step-count outcomes of 13 different activity trackers: Results from laboratory and free-living experiments
    Nakagata, Takashi
    Murakami, Haruka
    Kawakami, Ryoko
    Tripette, Julien
    Nakae, Satoshi
    Yamada, Yosuke
    Ishikawa-Takata, Kazuko
    Tanaka, Shigeho
    Miyachi, Motohiko
    GAIT & POSTURE, 2022, 98 : 24 - 33
  • [6] Validity of smartphones and activity trackers to measure steps in a free-living setting over three consecutive days
    Hoechsmann, Christoph
    Knaier, Raphael
    Infanger, Denis
    Schmidt-Trucksaess, Arno
    PHYSIOLOGICAL MEASUREMENT, 2020, 41 (01)
  • [7] Validation of Physical Activity Estimated Using Wearable Devices under Free-living Conditions
    Murakami, Haruka
    Kawakami, Ryoko
    Nakae, Satoshi
    Yamada, Yosuke
    Nakata, Yoshio
    Ishikawa-Takata, Kazuko
    Tanaka, Shigeho
    Miyachi, Motohiko
    MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2016, 48 (05): : 550 - 550
  • [8] Physical activity under confinement and free-living conditions
    Kumahara, Hideaki
    Tanaka, Hiroaki
    Schutz, Yves
    PHYSIOLOGY & BEHAVIOR, 2010, 100 (04) : 350 - 356
  • [9] Comparison of step-count outcomes across seven different activity trackers: a free-living experiment with young and older adults
    Nakagata, Takashi
    Yamada, Yosuke
    Taniguchi, Masashi
    Nanri, Hinako
    Kimura, Misaka
    Miyachi, Motohiko
    Ono, Rei
    BMC SPORTS SCIENCE MEDICINE AND REHABILITATION, 2024, 16 (01):
  • [10] Assessment of physical activity under free-living conditions in children
    Caputo, JL
    Farley, RS
    Tseh, W
    MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2004, 36 (05): : S329 - S329