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How Do Health, Biological, Behavioral, and Cognitive Variables Interact over Time in Children of Both Sexes? A Complex Systems Approach
The present study examined gender differences in health, physical activity, physical fitness, real and perceived motor competence, and executive function indicators in three time points, and analyzed the dynamic and non-linear association between health, biological, behavioral, and cognitive variabl...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9916045/ https://www.ncbi.nlm.nih.gov/pubmed/36768093 http://dx.doi.org/10.3390/ijerph20032728 |
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author | Pereira, Elenice de Sousa Thuany, Mabliny Bandeira, Paulo Felipe Ribeiro Gomes, Thayse Natacha Q. F. dos Santos, Fernanda Karina |
author_facet | Pereira, Elenice de Sousa Thuany, Mabliny Bandeira, Paulo Felipe Ribeiro Gomes, Thayse Natacha Q. F. dos Santos, Fernanda Karina |
author_sort | Pereira, Elenice de Sousa |
collection | PubMed |
description | The present study examined gender differences in health, physical activity, physical fitness, real and perceived motor competence, and executive function indicators in three time points, and analyzed the dynamic and non-linear association between health, biological, behavioral, and cognitive variables in children followed over time. A total of 67 children (aged between six and 10 years) were followed during two years and split into two cohorts (six to eight years old: C1; eight to 10 years old: C2). Data regarding health, physical activity, real and perceived motor competence, physical fitness, and executive function indicators were obtained according to their respective protocols. Comparison tests and network analysis were estimated. Significant gender differences were found in both cohorts. The emerged networks indicated different topologies in both cohorts. No clusters were observed between the variables in C1, and there was a greater number of interactions at eight years of age. Sparse networks were observed in children aged eight and 10 years in C2, and greater connectivity was observed at nine years of age between health, physical fitness, motor competence, and physical activity indicators. This study showed that there are non-linear dynamic relationships between health, biological, behavioral, and cognitive variables over time during child development. |
format | Online Article Text |
id | pubmed-9916045 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-99160452023-02-11 How Do Health, Biological, Behavioral, and Cognitive Variables Interact over Time in Children of Both Sexes? A Complex Systems Approach Pereira, Elenice de Sousa Thuany, Mabliny Bandeira, Paulo Felipe Ribeiro Gomes, Thayse Natacha Q. F. dos Santos, Fernanda Karina Int J Environ Res Public Health Article The present study examined gender differences in health, physical activity, physical fitness, real and perceived motor competence, and executive function indicators in three time points, and analyzed the dynamic and non-linear association between health, biological, behavioral, and cognitive variables in children followed over time. A total of 67 children (aged between six and 10 years) were followed during two years and split into two cohorts (six to eight years old: C1; eight to 10 years old: C2). Data regarding health, physical activity, real and perceived motor competence, physical fitness, and executive function indicators were obtained according to their respective protocols. Comparison tests and network analysis were estimated. Significant gender differences were found in both cohorts. The emerged networks indicated different topologies in both cohorts. No clusters were observed between the variables in C1, and there was a greater number of interactions at eight years of age. Sparse networks were observed in children aged eight and 10 years in C2, and greater connectivity was observed at nine years of age between health, physical fitness, motor competence, and physical activity indicators. This study showed that there are non-linear dynamic relationships between health, biological, behavioral, and cognitive variables over time during child development. MDPI 2023-02-03 /pmc/articles/PMC9916045/ /pubmed/36768093 http://dx.doi.org/10.3390/ijerph20032728 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Pereira, Elenice de Sousa Thuany, Mabliny Bandeira, Paulo Felipe Ribeiro Gomes, Thayse Natacha Q. F. dos Santos, Fernanda Karina How Do Health, Biological, Behavioral, and Cognitive Variables Interact over Time in Children of Both Sexes? A Complex Systems Approach |
title | How Do Health, Biological, Behavioral, and Cognitive Variables Interact over Time in Children of Both Sexes? A Complex Systems Approach |
title_full | How Do Health, Biological, Behavioral, and Cognitive Variables Interact over Time in Children of Both Sexes? A Complex Systems Approach |
title_fullStr | How Do Health, Biological, Behavioral, and Cognitive Variables Interact over Time in Children of Both Sexes? A Complex Systems Approach |
title_full_unstemmed | How Do Health, Biological, Behavioral, and Cognitive Variables Interact over Time in Children of Both Sexes? A Complex Systems Approach |
title_short | How Do Health, Biological, Behavioral, and Cognitive Variables Interact over Time in Children of Both Sexes? A Complex Systems Approach |
title_sort | how do health, biological, behavioral, and cognitive variables interact over time in children of both sexes? a complex systems approach |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9916045/ https://www.ncbi.nlm.nih.gov/pubmed/36768093 http://dx.doi.org/10.3390/ijerph20032728 |
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