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Current evidence on the efficacy of mental health smartphone apps for symptoms of depression and anxiety. A meta‐analysis of 176 randomized controlled trials
16 references·16 citing·33 second hopsampled
Current evidence on the efficacy of mental health smartphone apps for symptoms of depression and anxiety. A meta‐analysis of 176 randomized controlled trials (2024)Current evidence on the efficacy of menta…The growing field of digital psychiatry: current evidence and the future of apps, social media, chatbots, and virtual reality (2021)The growing field of digital …Global prevalence and burden of depressive and anxiety disorders in 204 countries and territories in 2020 due to the COVID-19 pandemic (2021)Global prevalence and burden …Doing Meta-Analysis with R (2021)Doing Meta-Analysis with RDigital Mental Health and COVID-19: Using Technology Today to Accelerate the Curve on Access and Quality Tomorrow (2020)Digital Mental Health and COV…Cochrane Handbook for Systematic Reviews of Interventions (2020)Cochrane Handbook for Systema…The efficacy of app‐supported smartphone interventions for mental health problems: a meta‐analysis of randomized controlled trials (2019)The efficacy of app‐supported…Changes in the global burden of depression from 1990 to 2017: Findings from the Global Burden of Disease study (2019)Changes in the global burden …The efficacy of smartphone‐based mental health interventions for depressive symptoms: a meta‐analysis of randomized controlled trials (2017)The efficacy of smartphone‐ba…Can smartphone mental health interventions reduce symptoms of anxiety? A meta-analysis of randomized controlled trials (2017)Can smartphone mental health …Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement (2009)Preferred Reporting Items for…Introduction to Meta‐Analysis (2009)Introduction to Meta‐AnalysisQuantifying heterogeneity in a meta‐analysis (2002)Quantifying heterogeneity in …Trim and Fill: A Simple Funnel‐Plot–Based Method of Testing and Adjusting for Publication Bias in Meta‐Analysis (2000)Trim and Fill: A Simple Funne…A power primer. (1992)A power primer.A power primer. (1992)A power primer.Statistical Methods for Meta-Analysis. (1986)Statistical Methods for Meta-…Transdiagnostic-focused apps for depression and anxiety: a meta-analysis (2025)Transdiagnostic-focused apps …Optimizing Workplace Digital Mental Health Interventions: Systematic Review and Meta-Analysis (2025)Optimizing Workplace Digital …Evaluating clinical outcomes for anxiety and depression: A real-world comparison of the digital clinic and primary care (2025)Evaluating clinical outcomes …Digital mental health treatment implementation playbook: successful practices from implementation experiences in American healthcare organizations (2025)Digital mental health treatme…Digital Health Interventions for Depression and Anxiety in Low- and Middle-Income Countries: Rapid Scoping Review (2025)Digital Health Interventions …Combining Artificial Intelligence and Human Support in Mental Health: Digital Intervention With Comparable Effectiveness to Human-Delivered Care (2025)Combining Artificial Intellig…Beyond the current state of just-in-time adaptive interventions in mental health: a qualitative systematic review (2025)Beyond the current state of j…A meta-analysis of persuasive design, engagement, and efficacy in 92 RCTs of mental health apps (2025)A meta-analysis of persuasive…Systematic review and meta-analysis of adverse events in clinical trials of mental health apps (2024)Systematic review and meta-an…Efficacy of mental health smartphone apps on stress levels: a meta-analysis of randomised controlled trials (2024)Efficacy of mental health sma…Efficacy of app-based mobile health interventions for stress management: A systematic review and meta-analysis of self-reported, physiological, and neuroendocrine stress-related outcomes (2024)Efficacy of app-based mobile …Do the effects of internet-delivered cognitive-behavioral therapy (i-CBT) last after a year and beyond? A meta-analysis of 154 randomized controlled trials (RCTs) (2024)Do the effects of internet-de…Digital mental health: a potential opportunity to improve health equity in China (2024)Digital mental health: a pote…Comparative Effectiveness of Three Digital Interventions for Adults Seeking Psychiatric Services (2024)Comparative Effectiveness of …A systematic review and meta analysis on digital mental health interventions in inpatient settings (2024)A systematic review and meta …The efficacy of mindfulness apps on symptoms of depression and anxiety: An updated meta-analysis of randomized controlled trials (2023)The efficacy of mindfulness a…Strengthening the Reporting of Observational Studies in Epidemiology (STROBE): Explanation and Elaboration (2007)The PRISMA Statement for Reporting Systematic Reviews and Meta-Analyses of Studies That Evaluate Health Care Interventions: Explanation and Elaboration (2009)The PRISMA Statement for Reporting Systematic Reviews and Meta-Analyses of Studies That Evaluate Health Care Interventions: Explanation and Elaboration (2009)The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate healthcare interventions: explanation and elaboration (2009)Rayyan—a web and mobile app for systematic reviews (2016)Meta-analysis in clinical trials (1986)Operating Characteristics of a Rank Correlation Test for Publication Bias (1994)Bias in meta-analysis detected by a simple, graphical test (1997)A meta-analytic test of intergroup contact theory. 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References

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  • 2017The efficacy of smartphone‐based mental health interventions for depressive symptoms: a meta‐analysis of randomized controlled trials1,094 cited
  • 2020Digital Mental Health and COVID-19: Using Technology Today to Accelerate the Curve on Access and Quality Tomorrow944 cited

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  • 2019The efficacy of app‐supported smartphone interventions for mental health problems: a meta‐analysis of randomized controlled trials807 cited
  • 2017Can smartphone mental health interventions reduce symptoms of anxiety? A meta-analysis of randomized controlled trials673 cited
  • Cited by

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    • 2025A meta-analysis of persuasive design, engagement, and efficacy in 92 RCTs of mental health apps37 cited
    • 2025Combining Artificial Intelligence and Human Support in Mental Health: Digital Intervention With Comparable Effectiveness to Human-Delivered Care30 cited
    • 2024Do the effects of internet-delivered cognitive-behavioral therapy (i-CBT) last after a year and beyond? A meta-analysis of 154 randomized controlled trials (RCTs)29 cited
    • 2024A systematic review and meta analysis on digital mental health interventions in inpatient settings28 cited
    • 2024Comparative Effectiveness of Three Digital Interventions for Adults Seeking Psychiatric Services27 cited
    • 2024Efficacy of app-based mobile health interventions for stress management: A systematic review and meta-analysis of self-reported, physiological, and neuroendocrine stress-related outcomes22 cited
    • 2025Digital mental health treatment implementation playbook: successful practices from implementation experiences in American healthcare organizations20 cited
    • 2025Evaluating clinical outcomes for anxiety and depression: A real-world comparison of the digital clinic and primary care20 cited
    • 2025Digital Health Interventions for Depression and Anxiety in Low- and Middle-Income Countries: Rapid Scoping Review20 cited
    • 2024Digital mental health: a potential opportunity to improve health equity in China19 cited
    • 2025Transdiagnostic-focused apps for depression and anxiety: a meta-analysis18 cited
    • 2024Efficacy of mental health smartphone apps on stress levels: a meta-analysis of randomised controlled trials18 cited
    • 2025Optimizing Workplace Digital Mental Health Interventions: Systematic Review and Meta-Analysis14 cited