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
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