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偶发情绪与身体活动之间双向关系的连续时间建模。

Continuous-Time Modeling of the Bidirectional Relationship Between Incidental Affect and Physical Activity.

机构信息

School of Kinesiology, University of British Columbia, Vancouver, BC, Canada.

Measurement, Evaluation, and Research Methodology Program, University of British Columbia, Vancouver, BC, Canada.

出版信息

Ann Behav Med. 2022 Nov 18;56(12):1284-1299. doi: 10.1093/abm/kaac024.

Abstract

BACKGROUND

Previous research suggests that there is a bidirectional relationship between incidental affect (i.e., how people feel in day-to-day life) and physical activity behavior. However, many inconsistencies exist in the body of work due to the lag interval between affect and physical activity measurements.

PURPOSE

Using a novel continuous-time analysis paradigm, we examined the temporal specificity underlying the dynamic relationship between positive and negative incidental affective states and moderate-to-vigorous physical activity (MVPA).

METHODS

A community sample of adults (n = 126, Mage = 27.71, 51.6% Male) completed a 14-day ambulatory assessment protocol measuring momentary positive and negative incidental affect six times a day while wearing a physical activity monitor (Fitbit). Hierarchical Bayesian continuous-time structural equation modeling was used to elucidate the underlying dynamics of the relationship between incidental affective states and MVPA.

RESULTS

Based on the continuous-time cross-effects, positive and negative incidental affect predicted subsequent MVPA. Furthermore, engaging in MVPA predicted subsequent positive and negative incidental affect. Incidental affective states had a greater relative influence on predicting subsequent MVPA compared to the reciprocal relationship. Analysis of the discrete-time coefficients suggests that cross-lagged effects increase as the time interval between measurements increase, peaking at about 8 h between measurement occasions before beginning to dissipate.

CONCLUSIONS

The results provide support for a recursive relationship between incidental affective states and MVPA, which is particularly strong at 7-9 hr time intervals. Future research designs should consider these medium-term dynamics, for both theory development and intervention.

摘要

背景

先前的研究表明,偶然情绪(即人们在日常生活中的感受)与身体活动行为之间存在双向关系。然而,由于情绪和身体活动测量之间的滞后间隔,许多工作中的不一致性仍然存在。

目的

使用一种新颖的连续时间分析范式,我们研究了积极和消极偶然情绪状态与中等到剧烈身体活动(MVPA)之间动态关系的时间特异性。

方法

一个社区样本的成年人(n=126,Mage=27.71,51.6%为男性)完成了一项为期 14 天的活动监测协议,在佩戴身体活动监测器(Fitbit)的情况下,每天六次测量瞬间积极和消极的偶然情绪。分层贝叶斯连续时间结构方程模型用于阐明偶然情绪状态和 MVPA 之间关系的潜在动态。

结果

基于连续时间交叉效应,积极和消极的偶然情绪预测了随后的 MVPA。此外,进行 MVPA 预测了随后的积极和消极的偶然情绪。与互惠关系相比,偶然情绪状态对预测随后的 MVPA 具有更大的相对影响。离散时间系数的分析表明,交叉滞后效应随着测量间隔的增加而增加,在测量间隔约为 8 小时时达到峰值,然后开始消散。

结论

结果为偶然情绪状态和 MVPA 之间的递归关系提供了支持,在 7-9 小时的时间间隔内,这种关系特别强烈。未来的研究设计应考虑这些中期动态,以进行理论发展和干预。

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