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儿童的身体活动、健康相关体能与课堂行为:判别函数分析

Physical Activity, Health-Related Fitness, and Classroom Behavior in Children: A Discriminant Function Analysis.

作者信息

Brusseau Timothy A, Burns Ryan D

机构信息

a University of Utah.

出版信息

Res Q Exerc Sport. 2018 Dec;89(4):411-417. doi: 10.1080/02701367.2018.1519521. Epub 2018 Oct 4.

Abstract

PURPOSE

The purpose of this study was to examine the predictive relationship among physical activity, health-related fitness, and on-task classroom behavior in children using a discriminant function analysis.

METHOD

Participants were a convenience sample of children (N = 533; M = 8.8 ± 1.9 years) recruited from 77 1st- through 5th-grade classrooms at 3 low-income schools in a capital city in the Southwest United States. Percent of the school day spent in sedentary behavior (%SED), moderate-to-vigorous physical activity (%MVPA), and health-related fitness scores (body mass index [BMI] and Progressive Aerobic Cardiovascular Endurance Run [PACER] laps) were assessed during school hours. Classrooms were observed for on-task behavior during the academic year with the use of 5-s momentary time sampling methodology. A discriminant function analysis was performed using a binary on-task behavior outcome, stratified by an 80% on-task behavior cut point.

RESULTS

The results yielded 1 function (r = .26, F = 13.1) explaining approximately one quarter of the total variance. The standardized function coefficients were -.29, .29, -.48, and .48 for %SED, %MVPA, BMI, and PACER laps, respectively. The sensitivity and specificity of the derived function for classifying a child into an on-task or off-task classroom were .79 and .73, respectively. Children who belonged to classrooms that achieved 80% on-task behavior displayed shorter times in sedentary behaviors (d = 1.01), lower BMI (d = 0.13), and higher PACER scores (d = 0.22) compared with children who belonged to off-task classrooms.

CONCLUSION

School-day physical activity behaviors and health-related fitness scores can moderately discriminate children who belong to classrooms from low-income schools that are categorized as being sufficiently on task.

摘要

目的

本研究旨在通过判别函数分析,探讨儿童的身体活动、健康相关体能与课堂任务行为之间的预测关系。

方法

参与者是从美国西南部一个首府城市的3所低收入学校的77个一至五年级教室中招募的儿童便利样本(N = 533;平均年龄M = 8.8 ± 1.9岁)。在校期间评估久坐行为时间占在校日的百分比(%SED)、中等到剧烈身体活动时间占在校日的百分比(%MVPA)以及健康相关体能得分(体重指数[BMI]和渐进性有氧心血管耐力跑[PACER]圈数)。在学年期间,采用5秒瞬间时间抽样方法观察课堂任务行为。使用二元任务行为结果进行判别函数分析,并以80%的任务行为切点进行分层。

结果

结果产生了1个函数(r = 0.26,F = 13.1),解释了总方差的约四分之一。%SED、%MVPA、BMI和PACER圈数的标准化函数系数分别为 -0.29、0.29、-0.48和0.48。将儿童分类为任务内或任务外课堂的导出函数的敏感性和特异性分别为0.79和0.73。与任务外课堂的儿童相比,任务行为达到80%的课堂中的儿童久坐行为时间更短(d = 1.01)、BMI更低(d = 0.13)、PACER得分更高(d = 0.22)。

结论

在校日的身体活动行为和健康相关体能得分能够适度地区分来自低收入学校且被归类为任务完成情况良好的课堂中的儿童。

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