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Timing of MVPA and psychosocial outcomes in adolescents with overweight/obesity
Journal article   Open access   Peer reviewed

Timing of MVPA and psychosocial outcomes in adolescents with overweight/obesity

Siyu Pan, Peng Wang, Yiming Tao, Zhihao Zhang, Fabian Herold, Matthew Heath, Vahid Farrahi, Alyx Taylor, Cassandra J Lowe, André O Werneck, …
International Journal of Clinical and Health Psychology, Vol.26(1), pp.1-11
01/2026
DOI: https://doi.org/10.1016/j.ijchp.2026.100687
Appears in  Recent Faculty of Education Publications
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Abstract

adolescence overweight/obesity MVPA timing accelerometry SDQ casual forest heterogeneous exposure effects
Background: Adolescents with overweight/obesity have an elevated risk of mental health and behavioral difficulties. Exercise has been shown to impart psychological benefits to these individuals; however, whether the effects of moderate-to-vigorous physical activity (MVPA) delivery differ between weekdays and weekends is limited. Therefore, this study aimed to examine the effects of weekday and weekend MVPA at age 14 on internalizing and externalizing problems at age 17 among adolescents with overweight/obesity. Methods: We analyzed data from two assessment waves of the UK Millennium Cohort Study (MSC): MCS6 (2015–2016; age ~14) and MCS7 (2018–2019; age ~17). Data were restricted to adolescents classified as overweight/obesity at MCS6 using the UK90 thresholds. Weekday and weekend MVPA were measured at age 14 using the wrist-worn GENEActiv accelerometer, including one pre-specified weekday and one weekend day. Outcomes at age 17 were parent-reported Strengths and Difficulties Questionnaire (SDQ) internalizing (emotional + peer problems) and externalizing (conduct + hyperactivity/inattention) composites. We estimated average treatment effects (ATEs) and conditional average treatment effect (CATEs, heterogeneous effects) using a causal forest framework (EconML) and adjusted for pre-exposure covariates (age, sex, body mass index, ethnicity, cognitive decision-making, household income, parental education, and parental mental health). Missing data were treated via K-Nearest Neighbors imputation. Results: The analytic sample included 1,238 adolescents (mean age 14.25 years). Mean MVPA was higher on weekdays than weekends (135.74 ± 62.08 vs 113.80 ± 64.37 min/day). Covariate-adjusted average treatment effects (ATEs; per 1 min/day MVPA) were small and not statistically significant for internalizing or externalizing problems. Weekday MVPA ATEs were 0.0025 (95% CI 0.0062 to 0.0012) for internalizing and 0.0003.

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