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Artificial intelligence and machine learning in mobile apps for mental health: A scoping review
16 references·16 citing·49 second hopsampled
Artificial intelligence and machine learning in mobile apps for mental health: A scoping review (2022)Artificial intelligence and machine learn…User Experiences of Social Support From Companion Chatbots in Everyday Contexts: Thematic Analysis (2020)User Experiences of Social Su…Mobile Apps for Mental Health Issues: Meta-Review of Meta-Analyses (2020)Mobile Apps for Mental Health…AI in mental health (2020)AI in mental healthThe efficacy of app‐supported smartphone interventions for mental health problems: a meta‐analysis of randomized controlled trials (2019)The efficacy of app‐supported…Standalone smartphone apps for mental health—a systematic review and meta-analysis (2019)Standalone smartphone apps fo…Treatment gap for anxiety disorders is global: Results of the World Mental Health Surveys in 21 countries (2018)Treatment gap for anxiety dis…Systematic review or scoping review? Guidance for authors when choosing between a systematic or scoping review approach (2018)Systematic review or scoping …PRISMA Extension for Scoping Reviews (PRISMA-ScR): Checklist and Explanation (2018)PRISMA Extension for Scoping …An Empathy-Driven, Conversational Artificial Intelligence Agent (Wysa) for Digital Mental Well-Being: Real-World Data Evaluation Mixed-Methods Study (2018)An Empathy-Driven, Conversati…Evidence-based apps? A review of mental health mobile applications in a psychotherapy context. (2017)Evidence-based apps? A review…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…A fully automated conversational agent for promoting mental well-being: A pilot RCT using mixed methods (2017)A fully automated conversatio…Mobile Sensing and Support for People With Depression: A Pilot Trial in the Wild (2016)Mobile Sensing and Support fo…Smartphones for Smarter Delivery of Mental Health Programs: A Systematic Review (2013)Smartphones for Smarter Deliv…CONSORT-EHEALTH: Improving and Standardizing Evaluation Reports of Web-based and Mobile Health Interventions (2011)CONSORT-EHEALTH: Improving an…CONSORT 2010 Explanation and Elaboration: updated guidelines for reporting parallel group randomised trials (2010)CONSORT 2010 Explanation and …Unleashing the potential of chatbots in mental health: bibliometric analysis (2025)Unleashing the potential of c…The Role of Machine Learning in AR/VR-Based Cognitive Therapies: A Systematic Review for Mental Health Disorders (2025)The Role of Machine Learning …The role of AI-driven art therapy in supporting autism, mental health, and emotional well-being: An umbrella review (2025)The role of AI-driven art the…Sustainability of AI-Assisted Mental Health Intervention: A Review of the Literature from 2020–2025 (2025)Sustainability of AI-Assisted…Personalization variables in digital mental health interventions for depression and anxiety in adolescents and youth: a scoping review (2025)Personalization variables in …Health-Promoting Effects and Everyday Experiences With a Mental Health App Using Ecological Momentary Assessments and AI-Based Ecological Momentary Interventions Among Young People: Qualitative Interview and Focus Group Study (2025)Health-Promoting Effects and …Evaluating a brief smartphone-based stress management intervention with heart rate biofeedback from built-in sensors in a three arm randomized controlled trial (2025)Evaluating a brief smartphone…Effectiveness of evidence based mental health apps on user health outcome: A systematic literature review (2025)Effectiveness of evidence bas…Digital Mental Health Tools and AI Therapy Chatbots: A Balanced Approach to Regulation (2025)Digital Mental Health Tools a…Artificial Intelligence for Mental Health Monitoring: A Solution for Digital Behavioral Health Care and Education—An Umbrella Review (2025)Artificial Intelligence for M…Artificial Intelligence and the Future of Mental Health in a Digitally Transformed World (2025)Artificial Intelligence and t…Gender differences in preferences for mental health apps in the general population – a choice-based conjoint analysis from Germany (2024)Gender differences in prefere…Exploring the societal implications of digital mental health technologies: A critical review (2024)Exploring the societal implic…Artificial Intelligence and Stress Management Tools for Better Mental Health (2024)Artificial Intelligence and S…Review of AI-Based Mental Health Apps (2023)Review of AI-Based Mental Hea…Operationalising AI ethics through the agile software development lifecycle: a case study of AI-enabled mobile health applications (2023)Operationalising AI ethics th…The Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) Statement: Guidelines for Reporting Observational Studies (2007)The Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) Statement: Guidelines for Reporting Observational Studies (2007)CONSORT 2010 Statement: updated guidelines for reporting parallel group randomised trials (2010)CONSORT 2010 Statement: Updated Guidelines for Reporting Parallel Group Randomized Trials (2010)SPIRIT 2013 explanation and elaboration: guidance for protocols of clinical trials (2013)How to Write a Systematic Review (2007)Adherence in Internet Interventions for Anxiety and Depression (2009)The Cochrane Collaboration's tool for assessing risk of bias in randomised trials (2011)Mental Health Smartphone Apps: Review and Evidence-Based Recommendations for Future Developments (2016)The Lancet Psychiatry Commission on psychological treatments research in tomorrow's science (2018)Emotional distress in young adults during the COVID-19 pandemic: evidence of risk and resilience from a longitudinal cohort study (2020)Extending the CONSORT Statement to Randomized Trials of Nonpharmacologic Treatment: Explanation and Elaboration (2008)Improving the reporting of pragmatic trials: an extension of the CONSORT statement (2008)A catalogue of reporting guidelines for health research (2009)Consensus on Exercise Reporting Template (CERT): Explanation and Elaboration Statement (2016)Development and validation of brief measures of positive and negative affect: The PANAS scales. 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(1985)Social Relationships and Mortality Risk: A Meta-analytic Review (2010)A longitudinal study of human–chatbot relationships (2022)Too human and not human enough: A grounded theory analysis of mental health harms from emotional dependence on the social chatbot Replika (2022)AI Technology panic—is AI Dependence Bad for Mental Health? A Cross-Lagged Panel Model and the Mediating Roles of Motivations for AI Use Among Adolescents (2024)
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References

  • 2018PRISMA Extension for Scoping Reviews (PRISMA-ScR): Checklist and Explanation43,318 cited
  • 2018Systematic review or scoping review? Guidance for authors when choosing between a systematic or scoping review approach11,351 cited
  • 2010CONSORT 2010 Explanation and Elaboration: updated guidelines for reporting parallel group randomised trials8,873 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
  • 2011CONSORT-EHEALTH: Improving and Standardizing Evaluation Reports of Web-based and Mobile Health Interventions1,858 cited
  • 2013Smartphones for Smarter Delivery of Mental Health Programs: A Systematic Review1,135 cited
  • 2018An Empathy-Driven, Conversational Artificial Intelligence Agent (Wysa) for Digital Mental Well-Being: Real-World Data Evaluation Mixed-Methods Study1,061 cited
  • 2019The efficacy of app‐supported smartphone interventions for mental health problems: a meta‐analysis of randomized controlled trials807 cited
  • 2018Treatment gap for anxiety disorders is global: Results of the World Mental Health Surveys in 21 countries715 cited
  • 2020User Experiences of Social Support From Companion Chatbots in Everyday Contexts: Thematic Analysis461 cited
  • 2019Standalone smartphone apps for mental health—a systematic review and meta-analysis447 cited
  • 2020AI in mental health406 cited
  • 2017

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A fully automated conversational agent for promoting mental well-being: A pilot RCT using mixed methods
367 cited
  • 2020Mobile Apps for Mental Health Issues: Meta-Review of Meta-Analyses336 cited
  • 2016Mobile Sensing and Support for People With Depression: A Pilot Trial in the Wild333 cited
  • 2017Evidence-based apps? A review of mental health mobile applications in a psychotherapy context.217 cited
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    • 2023Operationalising AI ethics through the agile software development lifecycle: a case study of AI-enabled mobile health applications68 cited
    • 2025The Role of Machine Learning in AR/VR-Based Cognitive Therapies: A Systematic Review for Mental Health Disorders60 cited
    • 2025Digital Mental Health Tools and AI Therapy Chatbots: A Balanced Approach to Regulation31 cited
    • 2024Exploring the societal implications of digital mental health technologies: A critical review28 cited
    • 2025Personalization variables in digital mental health interventions for depression and anxiety in adolescents and youth: a scoping review28 cited
    • 2025Unleashing the potential of chatbots in mental health: bibliometric analysis22 cited
    • 2025Artificial Intelligence and the Future of Mental Health in a Digitally Transformed World20 cited
    • 2025Health-Promoting Effects and Everyday Experiences With a Mental Health App Using Ecological Momentary Assessments and AI-Based Ecological Momentary Interventions Among Young People: Qualitative Interview and Focus Group Study17 cited
    • 2024Gender differences in preferences for mental health apps in the general population – a choice-based conjoint analysis from Germany15 cited
    • 2025Effectiveness of evidence based mental health apps on user health outcome: A systematic literature review15 cited
    • 2023Review of AI-Based Mental Health Apps9 cited
    • 2025Artificial Intelligence for Mental Health Monitoring: A Solution for Digital Behavioral Health Care and Education—An Umbrella Review9 cited
    • 2025Sustainability of AI-Assisted Mental Health Intervention: A Review of the Literature from 2020–20258 cited
    • 2025The role of AI-driven art therapy in supporting autism, mental health, and emotional well-being: An umbrella review6 cited
    • 2025Evaluating a brief smartphone-based stress management intervention with heart rate biofeedback from built-in sensors in a three arm randomized controlled trial5 cited
    • 2024Artificial Intelligence and Stress Management Tools for Better Mental Health5 cited