SynthesisJournal of behavioral addictions2020
Correlations between mobile phone addiction and anxiety, depression, impulsivity, and poor sleep quality among college students: A systematic review and meta-analysis.
Synthesis in Journal of behavioral addictions, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07410104 (Impact of Non-Invasive Neuromodulation on Social Media Addiction), which is not on this map. Cited by 173 papers, 12 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Impact of Non-Invasive Neuromodulation on Social Media Addiction
Who cites it
173 citing papers in PubMed, 12 syntheses or guidelines pooled it, 279 citations in OpenAlex.
- Meta-analytic structural equation modeling with mediation role of problematic mobile phone use between solitude and anxiety and depression.BMC psychology · 2026Pooled it
- Association between smartphone addiction, suicidal ideation and suicide attempt: a systematic review.PeerJ · 2026Pooled it
- The association between gaming disorder and impulsivity: A systematic review and meta-analysis.The Australian and New Zealand journal of psychiatry · 2026Pooled it
- Lifestyle intervention to improve sleep quality in Chinese college students: a systematic review.Frontiers in psychiatry · 2026Pooled it
- Impact of digital addiction on youth health: A systematic review and meta-analysis.Journal of behavioral addictions · 2025Pooled it
- Childhood maltreatment and problematic smartphone use: A multilevel, meta-analytic review.Journal of behavioral addictions · 2025Pooled it
- Association of Internet addiction with psychiatric symptom levels and sleep disorders: a systematic review and meta-analysis.Frontiers in psychology · 2025Pooled it
- Developing a translational research framework for MDD: combining biomolecular mechanisms with a spiraling risk factor model.Frontiers in psychiatry · 2024Pooled it
- Correlations between non-suicidal self-injury and problematic internet use among Chinese adolescents: a systematic review and meta-analysis.Frontiers in psychiatry · 2024Pooled it
- The association between fear of missing out and mobile phone addiction: a meta-analysis.BMC psychology · 2023Pooled it
- The Relationship Between Physical Activity and Mobile Phone Addiction Among Adolescents and Young Adults: Systematic Review and Meta-analysis of Observational Studies.JMIR public health and surveillance · 2022Pooled it
- Functional Neural Alterations in Pathological Internet Use: A Meta-Analysis of Neuroimaging Studies.Frontiers in neurology · 2022Pooled it
- Trialing a simple mobile phone dependency intervention strategy among Chinese college students.Scientific reports · 2025Trial
- Article
- Digital Behavior Change Interventions for Digital Overuse: Scoping Review of Current Approaches and Emerging AI-Enabled Systems.Journal of medical Internet research · 2026Article
- Associations Between Smartphone Addiction and Physical Education Learning Engagement Among Chinese University Students: A Variable-Centered and Person-Centered Analysis.Behavioral sciences (Basel, Switzerland) · 2026Article
- Always Connected, Not Always Well: The Moderating Role of Sleep Quality in the Relationship Between Nomophobia and Mental Health Among University Students in Saudi Arabia.European journal of investigation in health, psychology and education · 2026Article
- Differences in Internalizing Problems Across Risk Groups of Smartphone Addiction: Simulation-Based Network Analysis of Intervention Targets.Behavioral sciences (Basel, Switzerland) · 2026Article
- Prevalence and clinical features of depressed adolescents co-occurring insomnia and excessive daytime sleepiness symptoms.European archives of psychiatry and clinical neuroscience · 2026Article
- The effects of phone addiction on nursing students' health.BMC public health · 2026Article
113 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors at 1 institution in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
BACKGROUND AND
aimsMobile phone addiction (MPA) is frequently reported to be correlated with anxiety, depression, stress, impulsivity, and sleep quality among college students. However, to date, there is no consensus on the extent to which those factors are correlated with MPA among college students. We thus performed a meta-analysis to quantitatively synthesize the previous findings.
methodsA systematic review and meta-analysis was conducted by searching PubMed, Embase, Cochrane Library, Wanfang, Chinese National Knowledge Infrastructure (CNKI), China Science and Technology Journal Database (VIP), and Chinese Biological Medicine (CBM) databases from inception to August 1, 2020. Pooled Pearson's correlation coefficients between MPA and anxiety, depression, impulsivity, and sleep quality were calculated by R software using random effects model.
resultsForty studies involving a total of 33, 650 college students were identified. Weak-to-moderate positive correlations were found between MPA and anxiety, depression, impulsivity and sleep quality (anxiety: summary r = 0.39, 95% CI = 0.34-0.45, P < 0.001, I2 = 84.9%; depression: summary r = 0.36, 95% CI = 0.32-0.40, P < 0.001, I2 = 84.2%; impulsivity: summary r = 0.38, 95% CI = 0.28-0.47, P < 0.001, I2 = 94.7%; sleep quality: summary r = 0.28, 95% CI = 0.22-0.33, P < 0.001, I2 = 85.6%). The pooled correlations revealed some discrepancies when stratified by some moderators. The robustness of our findings was further confirmed by sensitivity analyses.
conclusionsThe current meta-analysis provided solid evidence that MPA was positively correlated with anxiety, depression, impulsivity, and sleep quality. This indicated that college students with MPA were more likely to develop high levels of anxiety, depression, and impulsivity and suffer from poor sleep quality. More studies, especially large prospective studies, are warranted to verify our findings.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.