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Mental health apps for adolescents and young adults: A systematic review of randomised controlled trials
16 references·16 citing·45 second hopsampled
Mental health apps for adolescents and young adults: A systematic review of randomised controlled trials (2021)Mental health apps for adolescents and yo…The PRISMA 2020 statement: an updated guideline for reporting systematic reviews (2021)The PRISMA 2020 statement: an…Introduction to Meta‐Analysis (2021)Introduction to Meta‐AnalysisWhat are the barriers, facilitators and interventions targeting help-seeking behaviours for common mental health problems in adolescents? A systematic review (2020)What are the barriers, facili…The PRISMA 2020 statement: an updated guideline for reporting systematic reviews (2020)The PRISMA 2020 statement: an…RoB 2: a revised tool for assessing risk of bias in randomised trials (2019)RoB 2: a revised tool for ass…Delivering Cognitive Behavior Therapy to Young Adults With Symptoms of Depression and Anxiety Using a Fully Automated Conversational Agent (Woebot): A Randomized Controlled Trial (2017)Delivering Cognitive Behavior…The new life stage of emerging adulthood at ages 18–29 years: implications for mental health (2014)The new life stage of emergin…The impact of guidance on Internet-based mental health interventions — A systematic review (2014)The impact of guidance on Int…Mindfulness Interventions with Youth: A Meta-Analysis (2014)Mindfulness Interventions wit…Perceived barriers and facilitators to mental health help-seeking in young people: a systematic review (2010)Perceived barriers and facili…Comorbidity of anxiety and depression in youth: Implications for treatment and prevention. (2010)Comorbidity of anxiety and de…Introduction to Meta‐Analysis (2009)Introduction to Meta‐AnalysisChildhood and Adolescent Psychiatric Disorders as Predictors of Young Adult Disorders (2009)Childhood and Adolescent Psyc…The Prevalence of Suicidal Phenomena in Adolescents: A Systematic Review of Population‐Based Studies (2005)The Prevalence of Suicidal Ph…Quantifying heterogeneity in a meta‐analysis (2002)Quantifying heterogeneity in …A Fail-Safe N for Effect Size in Meta-Analysis (1983)A Fail-Safe N for Effect Size…Updates on digital mental health interventions for children and young people: systematic overview of reviews (2025)Updates on digital mental hea…The Effectiveness of AI Chatbots in Alleviating Mental Distress and Promoting Health Behaviors Among Adolescents and Young Adults: Systematic Review and Meta-Analysis (2025)The Effectiveness of AI Chatb…Digital wellness or digital dependency? a critical examination of mental health apps and their implications (2025)Digital wellness or digital d…Digital Mental Health Interventions for Young People Aged 16-25 Years: Scoping Review (2025)Digital Mental Health Interve…The Acceptability, Engagement, and Feasibility of Mental Health Apps for Marginalized and Underserved Young People: Systematic Review and Qualitative Study (2024)The Acceptability, Engagement…“This app said I had severe depression, and now I don’t know what to do”: the unintentional harms of mental health applications (2024)“This app said I had severe d…Young adults’ adoption and use of mental health apps: efficient, effective, but no replacement for in-person care (2023)Young adults’ adoption and us…The potential of virtual reality to support adolescent mental well-being in schools: A UK co-design and proof-of-concept study (2023)The potential of virtual real…Preliminary Efficacy of a Digital Intervention for Adolescent Depression: Randomized Controlled Trial (2023)Preliminary Efficacy of a Dig…Meditation and mental health apps: relaxation, yoga, and meditation apps (2023)Meditation and mental health …Exploring the Perceptions of mHealth Interventions for the Prevention of Common Mental Disorders in University Students in Singapore: Qualitative Study (2023)Exploring the Perceptions of …An Artificial Therapist (Manage Your Life Online) to Support the Mental Health of Youth: Co-Design and Case Series (2023)An Artificial Therapist (Mana…A Personalized, Transdiagnostic Smartphone Intervention (Mello) Targeting Repetitive Negative Thinking in Young People With Depression and Anxiety: Pilot Randomized Controlled Trial (2023)A Personalized, Transdiagnost…The Impact of Mobile Technology-Delivered Interventions on Youth Well-being: Systematic Review and 3-Level Meta-analysis (2022)The Impact of Mobile Technolo…Digital solutions to promote adolescent mental health: Opportunities and challenges for research and practice (2022)Digital solutions to promote …Determination of Markers of Successful Implementation of Mental Health Apps for Young People: Systematic Review (2022)Determination of Markers of S…Prevalence, Severity, and Comorbidity of 12-Month DSM-IV Disorders in the National Comorbidity Survey Replication (2005)Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement (2009)Preferred reporting items for systematic reviews and meta-analyses: the PRISMA Statement. 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(1988)The PHQ-9 (2001)Using thematic analysis in psychology (2006)An Empathy-Driven, Conversational Artificial Intelligence Agent (Wysa) for Digital Mental Well-Being: Real-World Data Evaluation Mixed-Methods Study (2018)Chatbots and Conversational Agents in Mental Health: A Review of the Psychiatric Landscape (2019)Your Robot Therapist Will See You Now: Ethical Implications of Embodied Artificial Intelligence in Psychiatry, Psychology, and Psychotherapy (2019)The Measurement of Observer Agreement for Categorical Data (1977)QUADAS-2: A Revised Tool for the Quality Assessment of Diagnostic Accuracy Studies (2011)The Cochrane Collaboration's tool for assessing risk of bias in randomised trials (2011)ROBINS-I: a tool for assessing risk of bias in non-randomised studies of interventions (2016)The PRISMA 2020 statement: an updated guideline for reporting systematic reviews (2021)Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement (2009)Global prevalence and burden of depressive and anxiety disorders in 204 countries and territories in 2020 due to the COVID-19 pandemic (2021)PRISMA 2020 explanation and elaboration: updated guidance and exemplars for reporting systematic reviews (2021)PRISMA-S: an extension to the PRISMA Statement for Reporting Literature Searches in Systematic Reviews (2021)Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015 statement (2015)PRISMA Extension for Scoping Reviews (PRISMA-ScR): Checklist and Explanation (2018)PRISMA2020 : An R package and Shiny app for producing PRISMA 2020‐compliant flow diagrams, with interactivity for optimised digital transparency and Open Synthesis (2022)Reporting guideline for overviews of reviews of healthcare interventions: development of the PRIOR statement (2022)A basic introduction to fixed-effect and random-effects models for meta-analysis (2010)Calculating and reporting effect sizes to facilitate cumulative science: a practical primer for t-tests and ANOVAs (2013)How to perform a meta-analysis with R: a practical tutorial (2019)
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References

  • 2021The PRISMA 2020 statement: an updated guideline for reporting systematic reviews107,380 cited
  • 2002Quantifying heterogeneity in a meta‐analysis36,730 cited
  • 2019RoB 2: a revised tool for assessing risk of bias in randomised trials33,067 cited
  • 2009Introduction to Meta‐Analysis14,215 cited
  • 2021Introduction to Meta‐Analysis9,785 cited
  • 2020The PRISMA 2020 statement: an updated guideline for reporting systematic reviews5,174 cited
  • 2010Perceived barriers and facilitators to mental health help-seeking in young people: a systematic review3,283 cited
  • 2017Delivering Cognitive Behavior Therapy to Young Adults With Symptoms of Depression and Anxiety Using a Fully Automated Conversational Agent (Woebot): A Randomized Controlled Trial2,713 cited
  • 1983A Fail-Safe N for Effect Size in Meta-Analysis2,065 cited
  • 2014The new life stage of emerging adulthood at ages 18–29 years: implications for mental health1,889 cited
  • 2014The impact of guidance on Internet-based mental health interventions — A systematic review1,036 cited
  • 2009Childhood and Adolescent Psychiatric Disorders as Predictors of Young Adult Disorders844 cited
  • 2014Mindfulness Interventions with Youth: A Meta-Analysis759 cited
  • 2020What are the barriers, facilitators and interventions targeting help-seeking behaviours for common mental health problems in adolescents? A systematic review

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735 cited
  • 2010Comorbidity of anxiety and depression in youth: Implications for treatment and prevention.583 cited
  • 2005The Prevalence of Suicidal Phenomena in Adolescents: A Systematic Review of Population‐Based Studies550 cited
  • Cited by

    • 2024The Acceptability, Engagement, and Feasibility of Mental Health Apps for Marginalized and Underserved Young People: Systematic Review and Qualitative Study61 cited
    • 2022Determination of Markers of Successful Implementation of Mental Health Apps for Young People: Systematic Review53 cited
    • 2025Digital Mental Health Interventions for Young People Aged 16-25 Years: Scoping Review49 cited
    • 2025The Effectiveness of AI Chatbots in Alleviating Mental Distress and Promoting Health Behaviors Among Adolescents and Young Adults: Systematic Review and Meta-Analysis49 cited
    • 2022The Impact of Mobile Technology-Delivered Interventions on Youth Well-being: Systematic Review and 3-Level Meta-analysis46 cited
    • 2023An Artificial Therapist (Manage Your Life Online) to Support the Mental Health of Youth: Co-Design and Case Series43 cited
    • 2023A Personalized, Transdiagnostic Smartphone Intervention (Mello) Targeting Repetitive Negative Thinking in Young People With Depression and Anxiety: Pilot Randomized Controlled Trial39 cited
    • 2025Updates on digital mental health interventions for children and young people: systematic overview of reviews35 cited
    • 2023Exploring the Perceptions of mHealth Interventions for the Prevention of Common Mental Disorders in University Students in Singapore: Qualitative Study30 cited
    • 2023Preliminary Efficacy of a Digital Intervention for Adolescent Depression: Randomized Controlled Trial27 cited
    • 2022Digital solutions to promote adolescent mental health: Opportunities and challenges for research and practice27 cited
    • 2025Digital wellness or digital dependency? a critical examination of mental health apps and their implications25 cited
    • 2023Meditation and mental health apps: relaxation, yoga, and meditation apps23 cited
    • 2023The potential of virtual reality to support adolescent mental well-being in schools: A UK co-design and proof-of-concept study23 cited
    • 2023Young adults’ adoption and use of mental health apps: efficient, effective, but no replacement for in-person care23 cited
    • 2024“This app said I had severe depression, and now I don’t know what to do”: the unintentional harms of mental health applications22 cited