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使用多层模型分析身体活动与情感之间时变关联的实用指南。

A Practical Guide to Analyzing Time-Varying Associations between Physical Activity and Affect Using Multilevel Modeling.

作者信息

Kim Jinhyuk, Marcusson-Clavertz David, Togo Fumiharu, Park Hyuntae

机构信息

Department of Biobehavioral Health, The Pennsylvania State University, University Park, PA, USA.

Department of Psychology, Lund University, Lund, Sweden.

出版信息

Comput Math Methods Med. 2018 Jul 9;2018:8652034. doi: 10.1155/2018/8652034. eCollection 2018.

DOI:10.1155/2018/8652034
PMID:30105083
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6076963/
Abstract

There is growing interest in within-person associations of objectively measured physical and physiological variables with psychological states in daily life. Here we provide a practical guide with SAS code of multilevel modeling for analyzing physical activity data obtained by accelerometer and self-report data from intensive and repeated measures using ecological momentary assessments (EMA). We review previous applications of EMA in research and clinical settings and the analytical tools that are useful for EMA research. We exemplify the analyses of EMA data with cases on physical activity data and affect and discuss the future challenges in the field.

摘要

对于日常生活中客观测量的身体和生理变量与心理状态之间的个体内关联,人们的兴趣与日俱增。在此,我们提供一份实用指南,并附上SAS代码,用于多级建模,以分析通过加速度计获得的身体活动数据,以及来自使用生态瞬时评估(EMA)的密集和重复测量的自我报告数据。我们回顾了EMA在研究和临床环境中的先前应用,以及对EMA研究有用的分析工具。我们以身体活动数据和情感方面的案例为例,对EMA数据进行分析,并讨论该领域未来面临的挑战。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ad16/6076963/744e07c1329b/CMMM2018-8652034.002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ad16/6076963/cd4eed3abe59/CMMM2018-8652034.001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ad16/6076963/744e07c1329b/CMMM2018-8652034.002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ad16/6076963/cd4eed3abe59/CMMM2018-8652034.001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ad16/6076963/744e07c1329b/CMMM2018-8652034.002.jpg

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Psychosom Med. 2017 Sep;79(7):792-797. doi: 10.1097/PSY.0000000000000485.
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Sedentary Behavior Research Network (SBRN) - Terminology Consensus Project process and outcome.久坐行为研究网络(SBRN)——术语共识项目的过程与成果。
Int J Behav Nutr Phys Act. 2017 Jun 10;14(1):75. doi: 10.1186/s12966-017-0525-8.
3
Daily Spousal Responsiveness Predicts Longer-Term Trajectories of Patients' Physical Function.
配偶的日常反应能力可预测患者身体功能的长期轨迹。
Psychol Sci. 2017 Jun;28(6):786-797. doi: 10.1177/0956797617697444. Epub 2017 May 1.
4
Context-sensitive ecological momentary assessments; integrating real-time exposure measurements, data-analytics and health assessment using a smartphone application.语境敏感型生态瞬时评估;利用智能手机应用程序整合实时暴露测量、数据分析和健康评估。
Environ Int. 2017 Jun;103:8-12. doi: 10.1016/j.envint.2017.03.016. Epub 2017 Mar 26.
5
Examining acute bi-directional relationships between affect, physical feeling states, and physical activity in free-living situations using electronic ecological momentary assessment.使用电子生态瞬时评估法,在自由生活情境中研究情感、身体感觉状态和身体活动之间的急性双向关系。
J Behav Med. 2017 Jun;40(3):445-457. doi: 10.1007/s10865-016-9808-9. Epub 2016 Oct 20.
6
The Bidirectional Effect between Momentary Affective States and Exercise Duration on a Day Level.日水平上瞬间情绪状态与运动时长之间的双向效应。
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Front Psychol. 2015 Dec 23;6:1975. doi: 10.3389/fpsyg.2015.01975. eCollection 2015.