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Smartphone-Based Interventions and Internalizing Disorders in Youth: Systematic Review and Meta-analysis
BACKGROUND: Mental health disorders in youth are a global issue that have important implications for the future quality of life and morbidity of affected individuals. In the context of public health initiatives, smartphone-based interventions have been suggested to hold the potential to be an effect...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7834929/ https://www.ncbi.nlm.nih.gov/pubmed/33427682 http://dx.doi.org/10.2196/16490 |
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author | Buttazzoni, Adrian Brar, Keshbir Minaker, Leia |
author_facet | Buttazzoni, Adrian Brar, Keshbir Minaker, Leia |
author_sort | Buttazzoni, Adrian |
collection | PubMed |
description | BACKGROUND: Mental health disorders in youth are a global issue that have important implications for the future quality of life and morbidity of affected individuals. In the context of public health initiatives, smartphone-based interventions have been suggested to hold the potential to be an effective strategy to reduce the symptoms of mental health disorders in youth; however, further evaluation is needed to confirm their effectiveness. This systematic review and meta-analysis documents and synthesizes existing research on smartphone-based interventions targeting internalizing disorders in youth populations. OBJECTIVE: This study aims to synthesize existing research on smartphone-based interventions targeting internalizing disorders in youth populations. METHODS: PubMed and SCOPUS were searched in 2019, and 4334 potentially relevant articles were found. A total of 12 studies were included in the final synthesis. We used the Hedges g meta-analysis approach and a random effects model for analysis. RESULTS: The results of this review note that depression and anxiety are the most commonly targeted symptoms, and unlike other similar topics, most studies reviewed were linked to a proven treatment. The overall pooled effect from the meta-analysis showed small but significant effects (κ=12; N=1370; Hedges g=0.20; 95% CI 0.02-0.38) for interventions in reducing the symptoms of internalizing disorders. In total, 4 subgroup analyses examining specific symptoms and intervention styles found varied small significant and nonsignificant effects. CONCLUSIONS: Future research should focus on developing robust evaluative frameworks and examining interventions among more diverse populations and settings. More robust research is needed before smartphone-based interventions are scaled up and used at the population level to address youth internalizing disorders. |
format | Online Article Text |
id | pubmed-7834929 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | JMIR Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-78349292021-01-29 Smartphone-Based Interventions and Internalizing Disorders in Youth: Systematic Review and Meta-analysis Buttazzoni, Adrian Brar, Keshbir Minaker, Leia J Med Internet Res Review BACKGROUND: Mental health disorders in youth are a global issue that have important implications for the future quality of life and morbidity of affected individuals. In the context of public health initiatives, smartphone-based interventions have been suggested to hold the potential to be an effective strategy to reduce the symptoms of mental health disorders in youth; however, further evaluation is needed to confirm their effectiveness. This systematic review and meta-analysis documents and synthesizes existing research on smartphone-based interventions targeting internalizing disorders in youth populations. OBJECTIVE: This study aims to synthesize existing research on smartphone-based interventions targeting internalizing disorders in youth populations. METHODS: PubMed and SCOPUS were searched in 2019, and 4334 potentially relevant articles were found. A total of 12 studies were included in the final synthesis. We used the Hedges g meta-analysis approach and a random effects model for analysis. RESULTS: The results of this review note that depression and anxiety are the most commonly targeted symptoms, and unlike other similar topics, most studies reviewed were linked to a proven treatment. The overall pooled effect from the meta-analysis showed small but significant effects (κ=12; N=1370; Hedges g=0.20; 95% CI 0.02-0.38) for interventions in reducing the symptoms of internalizing disorders. In total, 4 subgroup analyses examining specific symptoms and intervention styles found varied small significant and nonsignificant effects. CONCLUSIONS: Future research should focus on developing robust evaluative frameworks and examining interventions among more diverse populations and settings. More robust research is needed before smartphone-based interventions are scaled up and used at the population level to address youth internalizing disorders. JMIR Publications 2021-01-11 /pmc/articles/PMC7834929/ /pubmed/33427682 http://dx.doi.org/10.2196/16490 Text en ©Adrian Buttazzoni, Keshbir Brar, Leia Minaker. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 11.01.2021. https://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on http://www.jmir.org/, as well as this copyright and license information must be included. |
spellingShingle | Review Buttazzoni, Adrian Brar, Keshbir Minaker, Leia Smartphone-Based Interventions and Internalizing Disorders in Youth: Systematic Review and Meta-analysis |
title | Smartphone-Based Interventions and Internalizing Disorders in Youth: Systematic Review and Meta-analysis |
title_full | Smartphone-Based Interventions and Internalizing Disorders in Youth: Systematic Review and Meta-analysis |
title_fullStr | Smartphone-Based Interventions and Internalizing Disorders in Youth: Systematic Review and Meta-analysis |
title_full_unstemmed | Smartphone-Based Interventions and Internalizing Disorders in Youth: Systematic Review and Meta-analysis |
title_short | Smartphone-Based Interventions and Internalizing Disorders in Youth: Systematic Review and Meta-analysis |
title_sort | smartphone-based interventions and internalizing disorders in youth: systematic review and meta-analysis |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7834929/ https://www.ncbi.nlm.nih.gov/pubmed/33427682 http://dx.doi.org/10.2196/16490 |
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