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
  • [31] Validation Of A Low-cost Commercially-available Accelerometer During Low And High Physical Activity Conditions In Children
    Fennell, Curtis
    Kobak, Mallory
    Glickman, Ellen L.
    Barkley, Jacob
    MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2016, 48 (05): : 777 - 777
  • [32] Metagenomic analysis between free-living and cultured Epinephelus fuscoguttatus under different environmental conditions in Indonesian waters
    Hennersdorf, Philipp
    Mrotzek, Grit
    Abdul-Aziz, Muslihudeen A.
    Saluz, Hans Peter
    MARINE POLLUTION BULLETIN, 2016, 110 (02) : 726 - 734
  • [33] Moisture requirements for the free-living development of Haemonchus contortus:: Quantitative and temporal effects under conditions of low evaporation
    O'Connor, Lauren J.
    Kahn, Lewis P.
    Walkden-Brown, Stephen W.
    VETERINARY PARASITOLOGY, 2007, 150 (1-2) : 128 - 138
  • [34] Airline pricing under different market conditions: Evidence from European Low-Cost Carriers
    Bilotkach, Volodymyr
    Gaggero, Alberto A.
    Piga, Claudio A.
    TOURISM MANAGEMENT, 2015, 47 : 152 - 163
  • [35] Effects of caffeine on accelerometer measured sleep and physical activity among older adults under free-living conditions
    Sakal, Collin
    Zhao, Wenxing
    Xu, Wenxin
    Li, Xinyue
    BMC PUBLIC HEALTH, 2024, 24 (01)
  • [36] Evaluation of Nematicidal Activity of Fluensulfone against Non-Target Free-Living Nematodes under Field Conditions
    Kawanobe, Masanori
    Toyota, Koki
    Fujita, Tomonori
    Hatta, Daisuke
    AGRONOMY-BASEL, 2019, 9 (12):
  • [37] Assessment of minute-by-minute stepping rate of physical activity under free-living conditions in female adults
    Ayabe, Makoto
    Aoki, Junichiro
    Kumahara, Hideaki
    Tanaka, Hiroaki
    GAIT & POSTURE, 2011, 34 (02) : 292 - 294
  • [38] Prediction of activity-related energy expenditure under free-living conditions using accelerometer-derived physical activity
    Jeran, Stephanie
    Steinbrecher, Astrid
    Haas, Verena
    Maehler, Anja
    Boschmann, Michael
    Westerterp, Klaas R.
    Bruehmann, Boris A.
    Steindorf, Karen
    Pischon, Tobias
    SCIENTIFIC REPORTS, 2022, 12 (01)
  • [39] Prediction of activity-related energy expenditure under free-living conditions using accelerometer-derived physical activity
    Stephanie Jeran
    Astrid Steinbrecher
    Verena Haas
    Anja Mähler
    Michael Boschmann
    Klaas R. Westerterp
    Boris A. Brühmann
    Karen Steindorf
    Tobias Pischon
    Scientific Reports, 12
  • [40] Delta-aminolevulinic acid dehydratase (δALAD) activity in four free-living bird species exposed to different levels of lead under natural conditions
    Espin, Silvia
    Martinez-Lopez, Emma
    Jimenez, Pedro
    Maria-Mojica, Pedro
    Garcia-Fernandez, Antonio J.
    ENVIRONMENTAL RESEARCH, 2015, 137 : 185 - 198