Meta-analytic structural equation modeling with mediation role of problematic mobile phone use between solitude and anxiety and depression

Problematic mobile phone use (PMPU) is a growing concern linked to adverse mental health outcomes, such as anxiety and depression. While solitude is a known risk factor, the specific roles of its distinct dimensions, which include social avoidance, loneliness, unsociable, and positive solitude, are not well understood within this framework. This study aimed to meta-analytically examine a model clarifying the mediating role of PMPU in the relationships between these facets of solitude and common mental health challenges. This meta-analysis synthesized findings from 37 independent studies (N = 27,713), identified through a systematic search of nine databases (e.g., Web of Science, PsycINFO, CNKI). A meta-analytic structural equation modeling (MASEM) approach was used to test the hypothesized relationships among the four types of solitude, PMPU, anxiety, and depression. The MASEM results revealed that three maladaptive forms of solitude, namely social avoidance, loneliness, and unsociable, were significant positive predictors of both PMPU and adverse mental health outcomes (i.e., anxiety and depression). In contrast, positive solitude was not significantly associated with either PMPU or these outcomes. Importantly, PMPU was identified as a significant mediator that explains the pathway from these maladaptive forms of solitude to anxiety. This meta-analysis provides evidence that maladaptive forms of solitude are associated with both PMPU and psychological distress. The findings substantiate a theoretical model in which PMPU acts as a key mechanism linking these types of solitude to anxiety. Regarding practical implications, these results suggest that interventions designed to alleviate anxiety in individuals experiencing loneliness or social avoidance should also address and aim to reduce problematic mobile phone use. Exploring the Link Between solitude, Problematic Mobile Phone Use, and Anxiety and Depression: A Meta-Analytic Structural Equation Modeling Investigation ID: CRD420251021680.

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Journal
BMC Psychology
Published
2026-02-25
DOI
https://doi.org/10.1186/s40359-026-04234-w
Primary Topic
Impact of Technology on Adolescents
Type
article
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article

Meta-analytic structural equation modeling with mediation role of problematic mobile phone use between solitude and anxiety and depression

Tour Liu, Xurong Lu, Gengfeng NIU, Yidan Yuan et al.
BMC Psychology
Impact of Technology on Adolescents
article

Meta-analytic structural equation modeling with mediation role of problematic mobile phone use between solitude and anxiety and depression

Tour Liu, Xurong Lu, Gengfeng NIU, Yidan Yuan, Nian Zhao
article en

Abstract

Problematic mobile phone use (PMPU) is a growing concern linked to adverse mental health outcomes, such as anxiety and depression. While solitude is a known risk factor, the specific roles of its distinct dimensions, which include social avoidance, loneliness, unsociable, and positive solitude, are not well understood within this framework. This study aimed to meta-analytically examine a model clarifying the mediating role of PMPU in the relationships between these facets of solitude and common mental health challenges. This meta-analysis synthesized findings from 37 independent studies (N = 27,713), identified through a systematic search of nine databases (e.g., Web of Science, PsycINFO, CNKI). A meta-analytic structural equation modeling (MASEM) approach was used to test the hypothesized relationships among the four types of solitude, PMPU, anxiety, and depression. The MASEM results revealed that three maladaptive forms of solitude, namely social avoidance, loneliness, and unsociable, were significant positive predictors of both PMPU and adverse mental health outcomes (i.e., anxiety and depression). In contrast, positive solitude was not significantly associated with either PMPU or these outcomes. Importantly, PMPU was identified as a significant mediator that explains the pathway from these maladaptive forms of solitude to anxiety. This meta-analysis provides evidence that maladaptive forms of solitude are associated with both PMPU and psychological distress. The findings substantiate a theoretical model in which PMPU acts as a key mechanism linking these types of solitude to anxiety. Regarding practical implications, these results suggest that interventions designed to alleviate anxiety in individuals experiencing loneliness or social avoidance should also address and aim to reduce problematic mobile phone use. Exploring the Link Between solitude, Problematic Mobile Phone Use, and Anxiety and Depression: A Meta-Analytic Structural Equation Modeling Investigation ID: CRD420251021680.

BMC Psychology
Tianjin Normal University (CN), Central China Normal University (CN), Ministry of Education (BN), Shaanxi Normal University (CN)
Openalex Percentile: Top 50%
Impact of Technology on Adolescents
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