确定需要可靠预测习惯性身体活动的日数中的集群特定差异:类内相关性重新抽样分析分析
Conor Jordan Murphy1,2, Gabriel M Jouan1,3, Katrin Y Friðgeirsdóttir1,2
1School of Technology, Reykjavik University Sleep Institute, Reykjavík University, Reykjavik, Capital Region, Iceland.
JMIR mHealth and uHealth
|February 10, 2026
概括
准确测量身体活动所需的天数因个体模式而异. 研究人员应该考虑这些独特的模式,以避免不可靠的活动估计.
科学领域:
- 测量身体活动的测量方法
- 可穿戴技术可穿戴技术
- 数据分析 数据分析
背景情况:
- 之前的研究旨在找到加速计数据收集的通用最小值.
- 个人的体力活动是高度可变的,这使得通用建议可能不可靠.
- 了解个体的变化是准确的习惯性体育活动评估的关键.
研究的目的:
- 用聚类来识别不同的身体活动模式.
- 为了确定可靠估计的加速度计持续时间是否在这些模式之间有所不同.
- 为了比较短期 (7天) 和中期 (28天) 活动估计的要求.
主要方法:
- 利用来自两个独立研究的加速度计数据.
- 采用基于步数平均值,SD,斜度和kurtosis的聚合层次分类.
- 计算的类内相关系数 (ICCs),将整个时期与子样本进行比较,以确定可靠性 (ICC ≥ 0.80).
主要成果:
- 确定了4个短期 (149名参与者) 和3个中期 (64名参与者) 分析的集群.
- 短期分析需要2-6天,而中期分析需要6-11天,因集群而异.
- 短期体育活动集群显示出更大的模式多样性.
结论:
- 个人的体力活动模式显著影响加速度计数据所需的持续时间.
- 关于加速度计持续时间的通用建议可能会产生不可靠的体力活动估计.
- 研究人员必须考虑样本特定的活动模式,以确保准确的数据解释.
关键词:
加速测量仪加速测量仪数据数据的数据数据的数据.运动就是炼身体.习惯性的 习惯性的 习惯性的 习惯性的人类的行为 人类的行为类内相关系数的相关系数.身体活动 身体活动可靠性的可靠性自己报告的自我报告.步骤计数的数量可以计数.一个步骤,一个步骤,一个步骤.走路走路,走路走路,走路走路.可穿戴设备可穿戴设备.可穿戴设备可以穿戴.更多相关视频
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