Centre for Exercise, Nutrition & Health Sciences, School for Policy Studies, University of Bristol, 8 Priory Road, Bristol BS8 1TZ, UK.
School of Sport, Exercise and Rehabilitation Sciences, University of Birmingham, Birmingham B15 2TT, UK.
Int J Environ Res Public Health. 2019 Dec 4;16(24):4889. doi: 10.3390/ijerph16244889.
Physical activity is influenced by individual, inter-personal and environmental factors. In this paper, we explore the variability in children's moderate-to-vigorous physical activity (MVPA) at different individual, parent, friend, school and neighbourhood levels. Valid accelerometer data were collected for 1077 children aged 9, and 1129 at age 11, and the average minutes of MVPA were derived for weekdays and weekends. We used a multiple-membership, multiple-classification model (MMMC) multilevel model to compare the variation in physical activity outcomes at each of the different levels. There were differences in the proportion of variance attributable to the different levels between genders, for weekdays and weekends, at ages 9 and 11. The largest proportion of variability in MVPA was attributable to individual variation, accounting for half of the total residual variability for boys, and two thirds of the variability for girls. MVPA clustered within friendship groups, with friends influencing peer MVPA. Including covariates at the different levels explained only small amounts (3%-13%) of variability. There is a need to enhance our understanding of individual level influences on children's physical activity.
身体活动受到个体、人际和环境因素的影响。本文探讨了儿童在不同个体、家长、朋友、学校和社区水平上进行中等到剧烈身体活动(MVPA)的可变性。为 1077 名 9 岁儿童和 1129 名 11 岁儿童收集了有效的加速度计数据,并得出了工作日和周末的平均 MVPA 分钟数。我们使用多成员、多分类模型(MMMC)多层次模型来比较不同水平上身体活动结果的变化。在性别、工作日和周末以及 9 岁和 11 岁时,不同水平归因于差异的比例存在差异。MVPA 的最大可变性归因于个体差异,占男孩总剩余可变性的一半,占女孩可变性的三分之二。MVPA 在友谊群体中聚集,朋友影响同伴的 MVPA。在不同水平上包括协变量仅解释了很小的变异(3%-13%)。需要加强我们对个体水平对儿童身体活动影响的理解。