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佳明活动追踪器的效度与信度综述。

Review of Validity and Reliability of Garmin Activity Trackers.

作者信息

Evenson Kelly R, Spade Camden L

机构信息

Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina - Chapel Hill, Chapel Hill, North Carolina, United States.

Department of Health Behavior, Gillings School of Global Public Health, University of North Carolina - Chapel Hill, Chapel Hill, North Carolina, United States.

出版信息

J Meas Phys Behav. 2020 Jun;3(2):170-185. doi: 10.1123/jmpb.2019-0035.

Abstract

PURPOSE

A systematic review to summarize the validity and reliability of steps, distance, energy expenditure, speed, elevation, heart rate, and sleep assessed by Garmin activity trackers.

METHODS

Searches included studies published through December 31, 2018. Correlation coefficients (CC) were assessed as low (<0.60), moderate (0.60-<0.75), good (0.75-<0.90), or excellent (>=0.90). Mean absolute percentage errors (MAPE) were assessed as acceptable at <5% in controlled conditions and <10% for free-living.

RESULTS

Overall, 32 studies of adults documented validity. Four of these studies also documented reliability. The sample size ranged from 1 to 95 for validity and 4 to 31 for reliability testing. Step inter- and intra-reliability was good-to-excellent and speed intra-reliability was excellent. No other features were explored for reliability. Step validity, across 16 studies, generally indicated good-to-excellent CC and acceptable MAPE. Distance validity, tested in three studies, generally indicated poor CC and MAPE that exceeded acceptable limits, with both over and underestimation. Energy expenditure validity, across 12 studies, generally indicated wide variability in CC and MAPE that exceeded acceptable limits. Heart rate validity in five studies had low-to-excellent CC and all MAPE exceeded acceptable limits. Speed, elevation, and sleep validity were assessed in only one or two studies each; for sleep, the criterion relied on self-report rather than polysomnography.

CONCLUSION

This systematic review of Garmin activity trackers among adults indicated higher validity of steps; few studies on speed, elevation, and sleep; and lower validity for distance, energy expenditure, and heart rate. Intra- and inter-device feature reliability needs further testing.

摘要

目的

进行一项系统评价,以总结佳明活动追踪器所评估的步数、距离、能量消耗、速度、海拔、心率和睡眠的有效性和可靠性。

方法

检索截至2018年12月31日发表的研究。相关系数(CC)被评估为低(<0.60)、中等(0.60 - <0.75)、良好(0.75 - <0.90)或优秀(>=0.90)。平均绝对百分比误差(MAPE)在受控条件下<5%以及自由生活状态下<10%时被评估为可接受。

结果

总体而言,32项针对成年人的研究记录了有效性。其中四项研究还记录了可靠性。有效性测试的样本量范围为1至95,可靠性测试的样本量范围为4至31。步数的组内和组间可靠性良好至优秀,速度的组内可靠性优秀。未对其他特征进行可靠性探索。在16项研究中,步数有效性总体显示CC良好至优秀且MAPE可接受。在三项研究中测试的距离有效性,总体显示CC较差且MAPE超过可接受限度,存在高估和低估情况。在12项研究中,能量消耗有效性总体显示CC和MAPE变化很大且超过可接受限度。五项研究中的心率有效性CC为低至优秀,但所有MAPE均超过可接受限度。速度、海拔和睡眠有效性每项仅在一两项研究中进行了评估;对于睡眠,标准依赖于自我报告而非多导睡眠图。

结论

这项针对成年人的佳明活动追踪器的系统评价表明,步数的有效性较高;关于速度、海拔和睡眠的研究较少;距离、能量消耗和心率的有效性较低。设备内和设备间特征的可靠性需要进一步测试。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/42fe/7323940/7e36e3882b3a/nihms-1580332-f0001.jpg

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