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Dynamics of adolescents’ smartphone use and well-being are positive but ephemeral
Well-being and smartphone use are thought to influence each other. However, previous studies mainly focused on one direction (looking at the effects of smartphone use on well-being) and considered between-person effects, with self-reported measures of smartphone use. By using 2548 assessments of wel...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8789843/ https://www.ncbi.nlm.nih.gov/pubmed/35079056 http://dx.doi.org/10.1038/s41598-022-05291-y |
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author | Marciano, Laura Driver, Charles C. Schulz, Peter J. Camerini, Anne-Linda |
author_facet | Marciano, Laura Driver, Charles C. Schulz, Peter J. Camerini, Anne-Linda |
author_sort | Marciano, Laura |
collection | PubMed |
description | Well-being and smartphone use are thought to influence each other. However, previous studies mainly focused on one direction (looking at the effects of smartphone use on well-being) and considered between-person effects, with self-reported measures of smartphone use. By using 2548 assessments of well-being and trace data of smartphone use collected for 45 consecutive days in 82 adolescent participants (M(age) = 13.47, SD(age) = 1.62, 54% females), the present study disentangled the reciprocal and individual dynamics of well-being and smartphone use. Hierarchical Bayesian Continuous Time Dynamic Models were used to estimate how a change in frequency and duration of smartphone use predicted a later change in well-being, and vice versa. Results revealed that (i) when participants used the smartphone frequently and for a longer period, they also reported higher levels of well-being; (ii) well-being positively predicted subsequent duration of smartphone use; (iii) usage patterns and system dynamics showed heterogeneity, with many subjects showing reciprocal effects close to zero; finally, (iv) changes in well-being tend to persist longer than changes in the frequency and duration of smartphone use. |
format | Online Article Text |
id | pubmed-8789843 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-87898432022-01-27 Dynamics of adolescents’ smartphone use and well-being are positive but ephemeral Marciano, Laura Driver, Charles C. Schulz, Peter J. Camerini, Anne-Linda Sci Rep Article Well-being and smartphone use are thought to influence each other. However, previous studies mainly focused on one direction (looking at the effects of smartphone use on well-being) and considered between-person effects, with self-reported measures of smartphone use. By using 2548 assessments of well-being and trace data of smartphone use collected for 45 consecutive days in 82 adolescent participants (M(age) = 13.47, SD(age) = 1.62, 54% females), the present study disentangled the reciprocal and individual dynamics of well-being and smartphone use. Hierarchical Bayesian Continuous Time Dynamic Models were used to estimate how a change in frequency and duration of smartphone use predicted a later change in well-being, and vice versa. Results revealed that (i) when participants used the smartphone frequently and for a longer period, they also reported higher levels of well-being; (ii) well-being positively predicted subsequent duration of smartphone use; (iii) usage patterns and system dynamics showed heterogeneity, with many subjects showing reciprocal effects close to zero; finally, (iv) changes in well-being tend to persist longer than changes in the frequency and duration of smartphone use. Nature Publishing Group UK 2022-01-25 /pmc/articles/PMC8789843/ /pubmed/35079056 http://dx.doi.org/10.1038/s41598-022-05291-y Text en © The Author(s) 2022 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 Marciano, Laura Driver, Charles C. Schulz, Peter J. Camerini, Anne-Linda Dynamics of adolescents’ smartphone use and well-being are positive but ephemeral |
title | Dynamics of adolescents’ smartphone use and well-being are positive but ephemeral |
title_full | Dynamics of adolescents’ smartphone use and well-being are positive but ephemeral |
title_fullStr | Dynamics of adolescents’ smartphone use and well-being are positive but ephemeral |
title_full_unstemmed | Dynamics of adolescents’ smartphone use and well-being are positive but ephemeral |
title_short | Dynamics of adolescents’ smartphone use and well-being are positive but ephemeral |
title_sort | dynamics of adolescents’ smartphone use and well-being are positive but ephemeral |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8789843/ https://www.ncbi.nlm.nih.gov/pubmed/35079056 http://dx.doi.org/10.1038/s41598-022-05291-y |
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