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Adolescent’s movement behaviors and built environment: a latent class analysis
BACKGROUND: Latent class analysis (LCA) is an alternative and innovative approach to verify the relation of the various combinations of the constructed environment and movement behavior (levels of physical activity, sedentary behavior, and sleep) characteristics. This study aimed to identify latent...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8547093/ https://www.ncbi.nlm.nih.gov/pubmed/34696762 http://dx.doi.org/10.1186/s12889-021-11974-4 |
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author | Caetano, Isabella Toledo Miranda, Valter Paulo Neves dos Santos, Fernanda Karina dos Santos Amorim, Paulo Roberto |
author_facet | Caetano, Isabella Toledo Miranda, Valter Paulo Neves dos Santos, Fernanda Karina dos Santos Amorim, Paulo Roberto |
author_sort | Caetano, Isabella Toledo |
collection | PubMed |
description | BACKGROUND: Latent class analysis (LCA) is an alternative and innovative approach to verify the relation of the various combinations of the constructed environment and movement behavior (levels of physical activity, sedentary behavior, and sleep) characteristics. This study aimed to identify latent classes based on the characteristics of the neighborhood environment perceived by adolescents and their association with gender, socioeconomic status (SS), body composition and movement behaviors. METHODS: This cross-sectional study includes 309 Brazilian adolescents (14 to 16 years old, 57% female). The characteristics of the neighborhood environment perceived were analyzed by the Neighborhood Walkability for Youth Scale. Accelerometers were used for a week to evaluate the movement behaviors. Questionnaires assessed the screen times, total sitting time (TST), and sociodemographic characteristics. LCA was used for modeling the “Perceived Enviroment” variable, having been conducted in the poLCA (Polychromous Variable Latent Class Analysis) package of the R statistical software. RESULTS: Three classes were recognized: class 1, “Best Perceived Environment” with 23.03% of adolescents; class 2, “Moderate Perceived Environment”, 63.33%; and class 3, “Worst Perceived Environment”, 13.67%. Light physical activity (LPA), TST, and SS were associated with class prevalence. The adolescents with medium and low SS were, respectively, 3.42 (95% CI 1.62–7.21) and 4.18 (95% CI 1.66–10.50) more likely to belong to class 2, and those with low SS were 5.21 (95% CI 1.35–20.13) more likely to belong to class 3. Class 1 adolescents were associated with a lower chance (OR: 0.09, 95% CI 0.02–0.55) of involvement in ‘adequate LPA time’ compared to class 3. Class 1 adolescents were associated with a lower chance (OR: 0.31, 95% CI 0.12–0.79) of involvement in ‘adequate TST’ compared to class 2. There was a difference between the LPA and TST classes; class 3 presented a longer time in LPA than class 1; class 1 had higher TST than the other classes. CONCLUSION: The findings highlight the influence of neighborhood classes on adolescents’ LPA and TST. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12889-021-11974-4. |
format | Online Article Text |
id | pubmed-8547093 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-85470932021-10-26 Adolescent’s movement behaviors and built environment: a latent class analysis Caetano, Isabella Toledo Miranda, Valter Paulo Neves dos Santos, Fernanda Karina dos Santos Amorim, Paulo Roberto BMC Public Health Research BACKGROUND: Latent class analysis (LCA) is an alternative and innovative approach to verify the relation of the various combinations of the constructed environment and movement behavior (levels of physical activity, sedentary behavior, and sleep) characteristics. This study aimed to identify latent classes based on the characteristics of the neighborhood environment perceived by adolescents and their association with gender, socioeconomic status (SS), body composition and movement behaviors. METHODS: This cross-sectional study includes 309 Brazilian adolescents (14 to 16 years old, 57% female). The characteristics of the neighborhood environment perceived were analyzed by the Neighborhood Walkability for Youth Scale. Accelerometers were used for a week to evaluate the movement behaviors. Questionnaires assessed the screen times, total sitting time (TST), and sociodemographic characteristics. LCA was used for modeling the “Perceived Enviroment” variable, having been conducted in the poLCA (Polychromous Variable Latent Class Analysis) package of the R statistical software. RESULTS: Three classes were recognized: class 1, “Best Perceived Environment” with 23.03% of adolescents; class 2, “Moderate Perceived Environment”, 63.33%; and class 3, “Worst Perceived Environment”, 13.67%. Light physical activity (LPA), TST, and SS were associated with class prevalence. The adolescents with medium and low SS were, respectively, 3.42 (95% CI 1.62–7.21) and 4.18 (95% CI 1.66–10.50) more likely to belong to class 2, and those with low SS were 5.21 (95% CI 1.35–20.13) more likely to belong to class 3. Class 1 adolescents were associated with a lower chance (OR: 0.09, 95% CI 0.02–0.55) of involvement in ‘adequate LPA time’ compared to class 3. Class 1 adolescents were associated with a lower chance (OR: 0.31, 95% CI 0.12–0.79) of involvement in ‘adequate TST’ compared to class 2. There was a difference between the LPA and TST classes; class 3 presented a longer time in LPA than class 1; class 1 had higher TST than the other classes. CONCLUSION: The findings highlight the influence of neighborhood classes on adolescents’ LPA and TST. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12889-021-11974-4. BioMed Central 2021-10-25 /pmc/articles/PMC8547093/ /pubmed/34696762 http://dx.doi.org/10.1186/s12889-021-11974-4 Text en © The Author(s) 2021 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 | Research Caetano, Isabella Toledo Miranda, Valter Paulo Neves dos Santos, Fernanda Karina dos Santos Amorim, Paulo Roberto Adolescent’s movement behaviors and built environment: a latent class analysis |
title | Adolescent’s movement behaviors and built environment: a latent class analysis |
title_full | Adolescent’s movement behaviors and built environment: a latent class analysis |
title_fullStr | Adolescent’s movement behaviors and built environment: a latent class analysis |
title_full_unstemmed | Adolescent’s movement behaviors and built environment: a latent class analysis |
title_short | Adolescent’s movement behaviors and built environment: a latent class analysis |
title_sort | adolescent’s movement behaviors and built environment: a latent class analysis |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8547093/ https://www.ncbi.nlm.nih.gov/pubmed/34696762 http://dx.doi.org/10.1186/s12889-021-11974-4 |
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