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Examination of physical activity development in early childhood: protocol for a longitudinal cohort study of mother-toddler dyads
BACKGROUND: Physical activity (PA) development in toddlers (age 1 and 2 years) is not well understood, partly because of a lack of analytic tools for accelerometer-based data processing that can accurately evaluate PA among toddlers. This has led to a knowledge gap regarding how parenting practices...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10026417/ https://www.ncbi.nlm.nih.gov/pubmed/36941567 http://dx.doi.org/10.1186/s12887-023-03910-9 |
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author | Welch, Sarah B. Honegger, Kyle O’Brien, Megan Capan, Selin Kwon, Soyang |
author_facet | Welch, Sarah B. Honegger, Kyle O’Brien, Megan Capan, Selin Kwon, Soyang |
author_sort | Welch, Sarah B. |
collection | PubMed |
description | BACKGROUND: Physical activity (PA) development in toddlers (age 1 and 2 years) is not well understood, partly because of a lack of analytic tools for accelerometer-based data processing that can accurately evaluate PA among toddlers. This has led to a knowledge gap regarding how parenting practices around PA, mothers’ PA level, mothers’ parenting stress, and child developmental and behavioral problems influence PA development in early childhood. METHODS: The Child and Mother Physical Activity Study is a longitudinal study to observe PA development in toddlerhood and examine the influence of personal and parental characteristics on PA development. The study is designed to refine and validate an accelerometer-based machine learning algorithm for toddler activity recognition (Aim 1), apply the algorithm to compare the trajectories of toddler PA levels in males and females age 1–3 years (Aim 2), and explore the association between gross motor development and PA development in toddlerhood, as well as how parenting practices around PA, mothers’ PA, mothers’ parenting stress, and child developmental and behavioral problems are associated with toddlerhood PA development (Exploratory Aims 3a-c). DISCUSSION: This study will be one of the first to use longitudinal data to validate a machine learning activity recognition algorithm and apply the algorithm to quantify free-living ambulatory movement in toddlers. The study findings will help fill a significant methodological gap in toddler PA measurement and expand the body of knowledge on the factors influencing early childhood PA development. |
format | Online Article Text |
id | pubmed-10026417 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-100264172023-03-21 Examination of physical activity development in early childhood: protocol for a longitudinal cohort study of mother-toddler dyads Welch, Sarah B. Honegger, Kyle O’Brien, Megan Capan, Selin Kwon, Soyang BMC Pediatr Study Protocol BACKGROUND: Physical activity (PA) development in toddlers (age 1 and 2 years) is not well understood, partly because of a lack of analytic tools for accelerometer-based data processing that can accurately evaluate PA among toddlers. This has led to a knowledge gap regarding how parenting practices around PA, mothers’ PA level, mothers’ parenting stress, and child developmental and behavioral problems influence PA development in early childhood. METHODS: The Child and Mother Physical Activity Study is a longitudinal study to observe PA development in toddlerhood and examine the influence of personal and parental characteristics on PA development. The study is designed to refine and validate an accelerometer-based machine learning algorithm for toddler activity recognition (Aim 1), apply the algorithm to compare the trajectories of toddler PA levels in males and females age 1–3 years (Aim 2), and explore the association between gross motor development and PA development in toddlerhood, as well as how parenting practices around PA, mothers’ PA, mothers’ parenting stress, and child developmental and behavioral problems are associated with toddlerhood PA development (Exploratory Aims 3a-c). DISCUSSION: This study will be one of the first to use longitudinal data to validate a machine learning activity recognition algorithm and apply the algorithm to quantify free-living ambulatory movement in toddlers. The study findings will help fill a significant methodological gap in toddler PA measurement and expand the body of knowledge on the factors influencing early childhood PA development. BioMed Central 2023-03-20 /pmc/articles/PMC10026417/ /pubmed/36941567 http://dx.doi.org/10.1186/s12887-023-03910-9 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Study Protocol Welch, Sarah B. Honegger, Kyle O’Brien, Megan Capan, Selin Kwon, Soyang Examination of physical activity development in early childhood: protocol for a longitudinal cohort study of mother-toddler dyads |
title | Examination of physical activity development in early childhood: protocol for a longitudinal cohort study of mother-toddler dyads |
title_full | Examination of physical activity development in early childhood: protocol for a longitudinal cohort study of mother-toddler dyads |
title_fullStr | Examination of physical activity development in early childhood: protocol for a longitudinal cohort study of mother-toddler dyads |
title_full_unstemmed | Examination of physical activity development in early childhood: protocol for a longitudinal cohort study of mother-toddler dyads |
title_short | Examination of physical activity development in early childhood: protocol for a longitudinal cohort study of mother-toddler dyads |
title_sort | examination of physical activity development in early childhood: protocol for a longitudinal cohort study of mother-toddler dyads |
topic | Study Protocol |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10026417/ https://www.ncbi.nlm.nih.gov/pubmed/36941567 http://dx.doi.org/10.1186/s12887-023-03910-9 |
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