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Age, quality of life and mental well-being in adolescent population: a network model tree analysis
This study presents the results of a network-based analysis of health related quality of life (HRQoL) among Slovenian adolescents. The study aimed to examine the relationship between HRQoL and mental well-being among adolescents of different age and gender groups. A cross-sectional study was conduct...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10582244/ https://www.ncbi.nlm.nih.gov/pubmed/37848537 http://dx.doi.org/10.1038/s41598-023-44493-w |
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author | Cilar Budler, Leona Stiglic, Gregor |
author_facet | Cilar Budler, Leona Stiglic, Gregor |
author_sort | Cilar Budler, Leona |
collection | PubMed |
description | This study presents the results of a network-based analysis of health related quality of life (HRQoL) among Slovenian adolescents. The study aimed to examine the relationship between HRQoL and mental well-being among adolescents of different age and gender groups. A cross-sectional study was conducted from November 2019 to January 2020 in 16 primary and 9 secondary schools in Slovenia. The KIDSCREEN-27 scale was used to collect the data on HRQoL, and the Warwick–Edinburgh Mental Well-being Scale to collect data on mental well-being. We used network model trees to demonstrate differences in psychometric network structure measuring correlations between different concepts in adolescent HRQoL. A total of 2972 students aged 10–19 years participated in the study. The significant split in the network tree (p < 0.001) indicated differences in relations between HRQoL subscale scores and mental well-being score among adolescents younger than 12 years old. In comparison to older adolescents the correlation between mental well-being and mood scores was significantly weaker in this group of the youngest participants (p < 0.001). A network model tree analysis also uncovered an interesting pattern based on gender and age (p < 0.013) where a correlation between mood and family support became weaker for female at the age of 12 and for male at the age of 16. Data mining techniques have recently been used by healthcare researchers and professionals. Network-based analysis is an innovative alternative to classical approaches in HRQoL research. In this study we demonstrate the significant differences in the perceptions of HRQoL and mental well-being among adolescents in different age and gender groups that were discovered using tree-based network analysis. |
format | Online Article Text |
id | pubmed-10582244 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-105822442023-10-19 Age, quality of life and mental well-being in adolescent population: a network model tree analysis Cilar Budler, Leona Stiglic, Gregor Sci Rep Article This study presents the results of a network-based analysis of health related quality of life (HRQoL) among Slovenian adolescents. The study aimed to examine the relationship between HRQoL and mental well-being among adolescents of different age and gender groups. A cross-sectional study was conducted from November 2019 to January 2020 in 16 primary and 9 secondary schools in Slovenia. The KIDSCREEN-27 scale was used to collect the data on HRQoL, and the Warwick–Edinburgh Mental Well-being Scale to collect data on mental well-being. We used network model trees to demonstrate differences in psychometric network structure measuring correlations between different concepts in adolescent HRQoL. A total of 2972 students aged 10–19 years participated in the study. The significant split in the network tree (p < 0.001) indicated differences in relations between HRQoL subscale scores and mental well-being score among adolescents younger than 12 years old. In comparison to older adolescents the correlation between mental well-being and mood scores was significantly weaker in this group of the youngest participants (p < 0.001). A network model tree analysis also uncovered an interesting pattern based on gender and age (p < 0.013) where a correlation between mood and family support became weaker for female at the age of 12 and for male at the age of 16. Data mining techniques have recently been used by healthcare researchers and professionals. Network-based analysis is an innovative alternative to classical approaches in HRQoL research. In this study we demonstrate the significant differences in the perceptions of HRQoL and mental well-being among adolescents in different age and gender groups that were discovered using tree-based network analysis. Nature Publishing Group UK 2023-10-17 /pmc/articles/PMC10582244/ /pubmed/37848537 http://dx.doi.org/10.1038/s41598-023-44493-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This 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/) . |
spellingShingle | Article Cilar Budler, Leona Stiglic, Gregor Age, quality of life and mental well-being in adolescent population: a network model tree analysis |
title | Age, quality of life and mental well-being in adolescent population: a network model tree analysis |
title_full | Age, quality of life and mental well-being in adolescent population: a network model tree analysis |
title_fullStr | Age, quality of life and mental well-being in adolescent population: a network model tree analysis |
title_full_unstemmed | Age, quality of life and mental well-being in adolescent population: a network model tree analysis |
title_short | Age, quality of life and mental well-being in adolescent population: a network model tree analysis |
title_sort | age, quality of life and mental well-being in adolescent population: a network model tree analysis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10582244/ https://www.ncbi.nlm.nih.gov/pubmed/37848537 http://dx.doi.org/10.1038/s41598-023-44493-w |
work_keys_str_mv | AT cilarbudlerleona agequalityoflifeandmentalwellbeinginadolescentpopulationanetworkmodeltreeanalysis AT stiglicgregor agequalityoflifeandmentalwellbeinginadolescentpopulationanetworkmodeltreeanalysis |