Wood Alexis C, Kuntsi Jonna, Asherson Philip, Saudino Kimberly J
Institute of Psychiatry, Kings College London, London, England.
Behav Res Methods. 2008 Aug;40(3):873-8. doi: 10.3758/brm.40.3.873.
Motion sensor devices such as actigraphs are increasingly used in studies that seek to obtain an objective assessment of activity level. They have many advantages, and are useful additions to research in fields such as sleep assessment, drug efficacy, behavior genetics, and obesity. However, questions still remain over the reliability of data collected using actigraphic assessment. We aimed to apply generalizability theory to actigraph data collected on a large, general-population sample in middle childhood, during 8 cognitive tasks across two body loci, and to examine reliability coefficients on actigraph data aggregated across different numbers of tasks and different numbers of attachment loci. Our analyses show that aggregation greatly increases actigraph data reliability, with reliability coefficients on data collected at one body locus during 1 task (.29) being much lower than that aggregated across data collected on two body loci and during 8 tasks (.66). Further increases in reliability coefficients by aggregating across four loci and 12 tasks were estimated to be modest in prospective analyses, indicating an optimum trade-off between data collection and reliability estimates. We also examined possible instrumental effects on actigraph data and found these to be nonsignificant, further supporting the reliability and validity of actigraph data as a method of activity level assessment.
诸如活动记录仪之类的运动传感器设备越来越多地用于旨在对活动水平进行客观评估的研究中。它们具有许多优点,是睡眠评估、药物疗效、行为遗传学和肥胖症等领域研究的有益补充。然而,使用活动记录仪评估收集的数据的可靠性仍然存在问题。我们旨在将概化理论应用于在儿童中期的一个大型普通人群样本上收集的活动记录仪数据,这些数据是在两个身体部位进行的8项认知任务期间收集的,并检查跨不同数量任务和不同数量附着部位汇总的活动记录仪数据的可靠性系数。我们的分析表明,汇总极大地提高了活动记录仪数据的可靠性,在1项任务期间在一个身体部位收集的数据的可靠性系数(0.29)远低于在两个身体部位和8项任务期间收集的数据汇总后的可靠性系数(0.66)。在前瞻性分析中,估计通过跨四个部位和12项任务汇总来进一步提高可靠性系数的幅度不大,这表明在数据收集和可靠性估计之间存在最佳权衡。我们还检查了对活动记录仪数据可能的仪器效应,发现这些效应不显著,这进一步支持了活动记录仪数据作为活动水平评估方法的可靠性和有效性。