Smartphone-Based Interventions and Internalizing Disorders in Youth: Systematic Review and Meta-analysis

BackgroundMental 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 pot...

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Main Authors: Buttazzoni, Adrian, Brar, Keshbir, Minaker, Leia
Format: Article
Language:English
Published: JMIR Publications 2021-01-01
Series:Journal of Medical Internet Research
Online Access:http://www.jmir.org/2021/1/e16490/
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spelling doaj-308f1b7a332d41128ac5734cb0d014fe2021-04-02T18:55:43ZengJMIR PublicationsJournal of Medical Internet Research1438-88712021-01-01231e1649010.2196/16490Smartphone-Based Interventions and Internalizing Disorders in Youth: Systematic Review and Meta-analysisButtazzoni, AdrianBrar, KeshbirMinaker, Leia BackgroundMental 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. ObjectiveThis study aims to synthesize existing research on smartphone-based interventions targeting internalizing disorders in youth populations. MethodsPubMed 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. ResultsThe 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. ConclusionsFuture 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.http://www.jmir.org/2021/1/e16490/
collection DOAJ
language English
format Article
sources DOAJ
author Buttazzoni, Adrian
Brar, Keshbir
Minaker, Leia
spellingShingle Buttazzoni, Adrian
Brar, Keshbir
Minaker, Leia
Smartphone-Based Interventions and Internalizing Disorders in Youth: Systematic Review and Meta-analysis
Journal of Medical Internet Research
author_facet Buttazzoni, Adrian
Brar, Keshbir
Minaker, Leia
author_sort Buttazzoni, Adrian
title 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_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_sort smartphone-based interventions and internalizing disorders in youth: systematic review and meta-analysis
publisher JMIR Publications
series Journal of Medical Internet Research
issn 1438-8871
publishDate 2021-01-01
description BackgroundMental 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. ObjectiveThis study aims to synthesize existing research on smartphone-based interventions targeting internalizing disorders in youth populations. MethodsPubMed 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. ResultsThe 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. ConclusionsFuture 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.
url http://www.jmir.org/2021/1/e16490/
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