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Predictors of Physical Activity in Middle Childhood. A Fixed-Effects Regression Approach
Background: Moderate-to-vigorous physical activity (MVPA) has a range of health benefits across the life span. Although many putative determinants of children's MVPA have been identified, their causal status is uncertain due to difficulties in adjusting for potential confounders. Objective: To...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2018
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6207689/ https://www.ncbi.nlm.nih.gov/pubmed/30406071 http://dx.doi.org/10.3389/fpubh.2018.00305 |
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author | Zahl-Thanem, Tonje Steinsbekk, Silje Wichstrøm, Lars |
author_facet | Zahl-Thanem, Tonje Steinsbekk, Silje Wichstrøm, Lars |
author_sort | Zahl-Thanem, Tonje |
collection | PubMed |
description | Background: Moderate-to-vigorous physical activity (MVPA) has a range of health benefits across the life span. Although many putative determinants of children's MVPA have been identified, their causal status is uncertain due to difficulties in adjusting for potential confounders. Objective: To inform promotion of children's MVPA we therefore aimed to examine well-known child-, family- and contextual predictors of MVPA in middle childhood, by applying a fixed effects regression approach, which rules out the influence of all unmeasured time-invariant confounders. Methods: Two birth cohorts of children living in the city of Trondheim, Norway were invited to participate (82.0% consented). The participants were followed-up biennially from age 6 to 10 years (n = 800) between 2009 and 2014. MVPA in children was recorded by accelerometers and child-, family- and contextual factors were obtained through interviews and questionnaires. Predictors included (i) child-level factors: the child's time outdoors, organized sports participation, athletic self-concept, self-reported screen time and objectively measured sedentariness; (ii) family factors: self-reported parental MVPA and actively transporting the child to school; and (iii) contextual factors: parental socio-economic status (SES), access to playgrounds and ballparks, traffic safety, and having a garden. A three-wave prospective study was conducted with a hybrid fixed effects regressions analysis adjusting for all time-invariant confounders to examine predictors of MVPA. Results: Children evidenced increased MVPA when they spent more time outside, spent less time being sedentary and when the family had a garden and lived in a traffic-safe area. Conclusion: Adjusting for measured time-varying and all unmeasured time-invariant confounders renders many previously identified child and family factors without impact on MVPA in children. However, several contextual factors may promote MVPA in middle childhood, and efforts to facilitate children being outside in environments that promote physical activity (e.g., being outside, in gardens, or otherwise traffic safe areas) may prove important. |
format | Online Article Text |
id | pubmed-6207689 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-62076892018-11-07 Predictors of Physical Activity in Middle Childhood. A Fixed-Effects Regression Approach Zahl-Thanem, Tonje Steinsbekk, Silje Wichstrøm, Lars Front Public Health Public Health Background: Moderate-to-vigorous physical activity (MVPA) has a range of health benefits across the life span. Although many putative determinants of children's MVPA have been identified, their causal status is uncertain due to difficulties in adjusting for potential confounders. Objective: To inform promotion of children's MVPA we therefore aimed to examine well-known child-, family- and contextual predictors of MVPA in middle childhood, by applying a fixed effects regression approach, which rules out the influence of all unmeasured time-invariant confounders. Methods: Two birth cohorts of children living in the city of Trondheim, Norway were invited to participate (82.0% consented). The participants were followed-up biennially from age 6 to 10 years (n = 800) between 2009 and 2014. MVPA in children was recorded by accelerometers and child-, family- and contextual factors were obtained through interviews and questionnaires. Predictors included (i) child-level factors: the child's time outdoors, organized sports participation, athletic self-concept, self-reported screen time and objectively measured sedentariness; (ii) family factors: self-reported parental MVPA and actively transporting the child to school; and (iii) contextual factors: parental socio-economic status (SES), access to playgrounds and ballparks, traffic safety, and having a garden. A three-wave prospective study was conducted with a hybrid fixed effects regressions analysis adjusting for all time-invariant confounders to examine predictors of MVPA. Results: Children evidenced increased MVPA when they spent more time outside, spent less time being sedentary and when the family had a garden and lived in a traffic-safe area. Conclusion: Adjusting for measured time-varying and all unmeasured time-invariant confounders renders many previously identified child and family factors without impact on MVPA in children. However, several contextual factors may promote MVPA in middle childhood, and efforts to facilitate children being outside in environments that promote physical activity (e.g., being outside, in gardens, or otherwise traffic safe areas) may prove important. Frontiers Media S.A. 2018-10-24 /pmc/articles/PMC6207689/ /pubmed/30406071 http://dx.doi.org/10.3389/fpubh.2018.00305 Text en Copyright © 2018 Zahl-Thanem, Steinsbekk and Wichstrøm. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Public Health Zahl-Thanem, Tonje Steinsbekk, Silje Wichstrøm, Lars Predictors of Physical Activity in Middle Childhood. A Fixed-Effects Regression Approach |
title | Predictors of Physical Activity in Middle Childhood. A Fixed-Effects Regression Approach |
title_full | Predictors of Physical Activity in Middle Childhood. A Fixed-Effects Regression Approach |
title_fullStr | Predictors of Physical Activity in Middle Childhood. A Fixed-Effects Regression Approach |
title_full_unstemmed | Predictors of Physical Activity in Middle Childhood. A Fixed-Effects Regression Approach |
title_short | Predictors of Physical Activity in Middle Childhood. A Fixed-Effects Regression Approach |
title_sort | predictors of physical activity in middle childhood. a fixed-effects regression approach |
topic | Public Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6207689/ https://www.ncbi.nlm.nih.gov/pubmed/30406071 http://dx.doi.org/10.3389/fpubh.2018.00305 |
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