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使用腕部佩戴式加速度计对8至12岁儿童的身体活动强度进行分类

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

作者信息

Chandler J L, Brazendale K, Beets M W, Mealing B A

机构信息

Department of Exercise Science, University of South Carolina, Columbia, SC, USA.

出版信息

Pediatr Obes. 2016 Apr;11(2):120-7. doi: 10.1111/ijpo.12033. Epub 2015 Apr 20.

DOI:10.1111/ijpo.12033
PMID:25893950
Abstract

BACKGROUND

Population-specific accelerometer cut-points are required to accurately determine the accumulation of physical activity of various intensities.

OBJECTIVES

A 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.

METHODS

Forty-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 10 min with minutes 5-8.5 used for analysis. Direct observation and percentage of heart rate reserve were used to determine activity intensity.

RESULTS

Receiver 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 R2 values ranging from 0.70 to 0.77.

CONCLUSION

Results 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.

摘要

背景

需要针对特定人群的加速度计切点来准确确定不同强度身体活动的累积量。

目的

开展一项校准研究,(i)确定适用于8至12岁儿童非优势手腕佩戴的ActiGraph GT3X+加速度计的切点,以及(ii)比较该加速度计三个轴和矢量大小(VM)值之间的分类准确性。

方法

45名8至12岁儿童在非优势手腕佩戴加速度计的情况下进行了多达七项活动。活动在夏日日间营地环境中进行,代表自由生活活动,持续10分钟,分析时使用第5至8.5分钟的数据。通过直接观察和心率储备百分比来确定活动强度。

结果

受试者工作特征(ROC)分析得出,对于轻度、中度、剧烈和中度至剧烈活动强度,三个轴和VM的曲线下面积值范围分别为0.82 - 0.89、0.80 - 0.83、0.62 - 0.67和0.86 - 0.89。此外,回归分析得出预测方程,R²值范围为0.70至0.77。

结论

结果发现,ActiGraph GT3X+手腕佩戴式加速度计的活动强度分类准确性与先前发表的研究相当。基于ROC和回归分析,使用轴1、轴2或VM值从该加速度计中提取活动强度时,分类准确性相似。

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