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Smartphone apps for depression and anxiety: a systematic review and meta-analysis of techniques to increase engagement
16 references·16 citing·47 second hopsampled
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References

  • 2009Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement83,813 cited
  • 2003Measuring inconsistency in meta-analyses63,086 cited
  • 2009Preferred reporting items for systematic reviews and meta-analyses: the PRISMA Statement.44,857 cited
  • 2019RoB 2: a revised tool for assessing risk of bias in randomised trials33,067 cited
  • 2010Conducting Meta-Analyses in R with the metafor Package20,412 cited
  • 2000Trim and Fill: A Simple Funnel‐Plot–Based Method of Testing and Adjusting for Publication Bias in Meta‐Analysis14,088 cited
  • 2019How to perform a meta-analysis with R: a practical tutorial5,805 cited
  • 2003Maps of Bounded Rationality: Psychology for Behavioral Economics5,374 cited
  • 2018Associations between loneliness and perceived social support and outcomes of mental health problems: a systematic review1,488 cited
  • 2012Persuasive System Design Does Matter: a Systematic Review of Adherence to Web-based Interventions1,307 cited
  • 2012Defining gamification1,155 cited
  • 2017The efficacy of smartphone‐based mental health interventions for depressive symptoms: a meta‐analysis of randomized controlled trials1,094 cited
  • 2018An Empathy-Driven, Conversational Artificial Intelligence Agent (Wysa) for Digital Mental Well-Being: Real-World Data Evaluation Mixed-Methods Study1,061 cited
  • 2014

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The impact of guidance on Internet-based mental health interventions — A systematic review
1,036 cited
  • 2019Objective User Engagement With Mental Health Apps: Systematic Search and Panel-Based Usage Analysis956 cited
  • 2011A Systematic Review of the Impact of Adherence on the Effectiveness of e-Therapies876 cited
  • Cited by

    • 2021Impact of Smartphone App–Based Psychological Interventions for Reducing Depressive Symptoms in People With Depression: Systematic Literature Review and Meta-analysis of Randomized Controlled Trials96 cited
    • 2023Assessing Patient Adherence to and Engagement With Digital Interventions for Depression in Clinical Trials: Systematic Literature Review96 cited
    • 2022Technology-supported strategies for promoting user engagement with digital mental health interventions: A systematic review80 cited
    • 2025Engagement and attrition in digital mental health: current challenges and potential solutions70 cited
    • 2024User engagement, attitudes, and the effectiveness of chatbots as a mental health intervention: A systematic review63 cited
    • 2022Human Support in App-Based Cognitive Behavioral Therapies for Emotional Disorders: Scoping Review54 cited
    • 2023App-Based Interventions for Moderate to Severe Depression48 cited
    • 2022The Impact of Mobile Technology-Delivered Interventions on Youth Well-being: Systematic Review and 3-Level Meta-analysis46 cited
    • 2024The digital cumulative complexity model: a framework for improving engagement in digital mental health interventions42 cited
    • 2025A meta-analysis of persuasive design, engagement, and efficacy in 92 RCTs of mental health apps37 cited
    • 2021Adherence With Online Therapy vs Face-to-Face Therapy and With Online Therapy vs Care as Usual: Secondary Analysis of Two Randomized Controlled Trials36 cited
    • 2021Opportunities to Integrate Mobile App–Based Interventions Into Mental Health and Substance Use Disorder Treatment Services in the Wake of COVID-1935 cited
    • 2021A randomized controlled feasibility trial of internet-delivered guided self-help for generalized anxiety disorder (GAD) among university students in India.34 cited
    • 2023Digitalising mental health care: Practical recommendations from the European Psychiatric Association34 cited
    • 2021Effect of smartphone-based stress management programs on depression and anxiety of hospital nurses in Vietnam: a three-arm randomized controlled trial31 cited
    • 2024A New Research Model for Artificial Intelligence–Based Well-Being Chatbot Engagement: Survey Study30 cited