Classification of physical activity intensities using a wrist-worn accelerometer in 8-12-year-old children

被引:192
作者
Chandler, J. L. [1 ]
Brazendale, K. [1 ]
Beets, M. W. [1 ]
Mealing, B. A. [1 ]
机构
[1] Univ S Carolina, Dept Exercise Sci, Columbia, SC 29208 USA
来源
PEDIATRIC OBESITY | 2016年 / 11卷 / 02期
关键词
Accelerometry; calibration; children; activity; ACTIVITY MONITORS; CALIBRATION; VALIDATION;
D O I
10.1111/ijpo.12033
中图分类号
R72 [儿科学];
学科分类号
100202 ;
摘要
BackgroundPopulation-specific accelerometer cut-points are required to accurately determine the accumulation of physical activity of various intensities. ObjectivesA calibration study was conducted (i) to determine the cut-points for the ActiGraph GT3X+, non-dominant, wrist-mounted accelerometer in children aged 8-12 years and (ii) to compare classification accuracies among the accelerometer's three axes and vector magnitude (VM) values. MethodsForty-five children aged 8-12 years performed up to seven activities while wearing accelerometers on their non-dominant wrist. Activities were performed in a summer day camp setting, represented free-living activities, and lasted for 10min with minutes 5-8.5 used for analysis. Direct observation and percentage of heart rate reserve were used to determine activity intensity. ResultsReceiver operator characteristic (ROC) analyses resulted in area under the curve values of all three axes and VM ranging 0.82-0.89, 0.80-0.83, 0.62-0.67 and 0.86-0.89 for light, moderate, vigorous and moderate-to-vigorous activity intensities. Additionally, regression analyses resulted in prediction equations with R-2 values ranging from 0.70 to 0.77. ConclusionResults found comparable activity intensity classification accuracies from the ActiGraph GT3X+ wrist-worn accelerometer to previously published studies. Based on ROC and regression analyses, activity intensities can be distilled from this accelerometer using axis 1, axis 2 or VM values with similar classification accuracy.
引用
收藏
页码:120 / 127
页数:8
相关论文
共 31 条
  • [1] Obesity evaluation and treatment: Expert committee recommendations
    Barlow, SE
    Dietz, WH
    [J]. PEDIATRICS, 1998, 102 (03)
  • [2] Calibration and Validation of Wearable Monitors
    Bassett, David R., Jr.
    Rowlands, Alex
    Trost, Stewart G.
    [J]. MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2012, 44 : S32 - S38
  • [3] Centers for Disease Control and Prevention, 2011, PHYS ACT MON PAM PRO
  • [4] The technology of accelerometry-based activity monitors: Current and future
    Chen, KY
    Bassett, DR
    [J]. MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2005, 37 (11) : S490 - S500
  • [5] Estimating Physical Activity in Youth Using a Wrist Accelerometer
    Crouter, Scott E.
    Flynn, Jennifer I.
    Bassett, David R., Jr.
    [J]. MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2015, 47 (05) : 944 - 951
  • [6] Validation of the GENEA Accelerometer
    Esliger, Dale W.
    Rowlands, Ann V.
    Hurst, Tina L.
    Catt, Michael
    Murray, Peter
    Eston, Roger G.
    [J]. MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2011, 43 (06) : 1085 - 1093
  • [7] Calibration of two objective measures of physical activity for children
    Evenson, Kelly R.
    Catellier, Diane J.
    Gill, Karminder
    Ondrak, Kristin S.
    McMurray, Robert G.
    [J]. JOURNAL OF SPORTS SCIENCES, 2008, 26 (14) : 1557 - 1565
  • [8] Calibration of accelerometer output for children
    Freedson, P
    Pober, D
    Janz, KF
    [J]. MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2005, 37 (11) : S523 - S530
  • [9] Energy costs of physical activities in children and adolescents
    Harrell, JS
    Mcmurray, RG
    Baggett, CD
    Pennell, ML
    Pearce, PF
    Bangdiwala, SI
    [J]. MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2005, 37 (02) : 329 - 336
  • [10] Effects of the FITKids Randomized Controlled Trial on Executive Control and Brain Function
    Hillman, Charles H.
    Pontifex, Matthew B.
    Castelli, Darla M.
    Khan, Naiman A.
    Raine, Lauren B.
    Scudder, Mark R.
    Drollette, Eric S.
    Moore, Robert D.
    Wu, Chien-Ting
    Kamijo, Keita
    [J]. PEDIATRICS, 2014, 134 (04) : E1063 - E1071