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The Potential for Digital Phenotyping in Understanding Mindfulness App Engagement Patterns: A Pilot Study
16 references·1 citing·51 second hopsampled
The Potential for Digital Phenotyping in Understanding Mindfulness App Engagement Patterns: A Pilot Study (2024)The Potential for Digital Phenotyping in …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…Rates of attrition and engagement in randomized controlled trials of mindfulness apps: Systematic review and meta-analysis (2023)Rates of attrition and engage…Assessing Patient Adherence to and Engagement With Digital Interventions for Depression in Clinical Trials: Systematic Literature Review (2023)Assessing Patient Adherence t…Efficacy and Conflicts of Interest in Randomized Controlled Trials Evaluating Headspace and Calm Apps: Systematic Review (2022)Efficacy and Conflicts of Int…Digital therapeutics for mental health: Is attrition the Achilles heel? (2022)Digital therapeutics for ment…The Empirical Status of Mindfulness-Based Interventions: A Systematic Review of 44 Meta-Analyses of Randomized Controlled Trials (2021)The Empirical Status of Mindf…Just-in-Time Adaptive Mechanisms of Popular Mobile Apps for Individuals With Depression: Systematic App Search and Literature Review (2021)Just-in-Time Adaptive Mechani…Examining the Effectiveness of Gamification in Mental Health Apps for Depression: Systematic Review and Meta-analysis (2021)Examining the Effectiveness o…Engagement with mobile health interventions for depression: A systematic review (2021)Engagement with mobile health…The efficacy of mindfulness meditation apps in enhancing users’ well-being and mental health related outcomes: a meta-analysis of randomized controlled trials (2020)The efficacy of mindfulness m…Reassessing evidence-based content in popular smartphone apps for depression and anxiety: Developing and applying user-adjusted analyses. (2020)Reassessing evidence-based co…Objective User Engagement With Mental Health Apps: Systematic Search and Panel-Based Usage Analysis (2019)Objective User Engagement Wit…Efficacy of the Mindfulness Meditation Mobile App “Calm” to Reduce Stress Among College Students: Randomized Controlled Trial (2019)Efficacy of the Mindfulness M…The effect of mindfulness meditation on sleep quality: a systematic review and meta‐analysis of randomized controlled trials (2018)The effect of mindfulness med…The relationship between mobile phone location sensor data and depressive symptom severity (2016)The relationship between mobi…The Ethical Use of Mobile Health Technology in Clinical Psychiatry (2016)The Ethical Use of Mobile Hea…Digital support for female students in physical education universities in Japan (2025)Digital support for female st…The PHQ-9 (2001)Prevalence, Severity, and Comorbidity of 12-Month DSM-IV Disorders in the National Comorbidity Survey Replication (2005)Diagnostic and Statistical Manual of Mental Disorders (2013)Correlations Between Objective Behavioral Features Collected From Mobile and Wearable Devices and Depressive Mood Symptoms in Patients With Affective Disorders: Systematic Review (2018)Smartphones, Sensors, and Machine Learning to Advance Real-Time Prediction and Interventions for Suicide Prevention: a Review of Current Progress and Next Steps (2018)Student engagement and wellbeing over time at a higher education institution (2019)Feasibility, Acceptability, and Preliminary Efficacy of a Smartphone Intervention for Schizophrenia (2014)Smartphone Ownership and Interest in Mobile Applications to Monitor Symptoms of Mental Health Conditions (2014)Utilizing a Personal Smartphone Custom App to Assess the Patient Health Questionnaire-9 (PHQ-9) Depressive Symptoms in Patients With Major Depressive Disorder (2015)The WPA- Lancet Psychiatry Commission on the Future of Psychiatry (2017)Accuracy of a Chatbot (Ada) in the Diagnosis of Mental Disorders: Comparative Case Study With Lay and Expert Users (2019)Use of Ecological Momentary Assessment to Study Suicidal Thoughts and Behavior: a Systematic Review (2021)Quantifying heterogeneity in a meta‐analysis (2002)Measuring inconsistency in meta-analyses (2003)The PRISMA Statement for Reporting Systematic Reviews and Meta-Analyses of Studies That Evaluate Health Care Interventions: Explanation and Elaboration (2009)Mindfulness-Based Stress Reduction Benefits Psychological Well-Being, Sleep Quality, and Athletic Performance in Female Collegiate Rowers (2020)Sleep and Diet: Mounting Evidence of a Cyclical Relationship (2021)Sleep disturbances during the COVID-19 pandemic: A systematic review, meta-analysis, and meta-regression (2022)Handbook of Positive Psychology (2001)The benefits of being present: Mindfulness and its role in psychological well-being. (2003)Using Self-Report Assessment Methods to Explore Facets of Mindfulness (2006)The benefits of meditation and mindfulness practices during times of crisis such as COVID-19 (2020)New Evidence in the Booming Field of Online Mindfulness: An Updated Meta-analysis of Randomized Controlled Trials (2021)Using thematic analysis in psychology (2006)Self‐Regulation, Ego Depletion, and Motivation (2007)Adherence in Internet Interventions for Anxiety and Depression (2009)Digital Mental Health and COVID-19: Using Technology Today to Accelerate the Curve on Access and Quality Tomorrow (2020)Examining the impacts of the COVID-19 pandemic on family mental health in Canada: findings from a national cross-sectional study (2021)Bias in meta-analysis detected by a simple, graphical test (1997)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 (2009)Mindfulness-Based Programs: Why, When, and How to Adapt? (2022)Systematic review and individual participant data meta-analysis of randomized controlled trials assessing mindfulness-based programs for mental health promotion (2023)Cochrane Handbook for Systematic Reviews of Interventions (2008)Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement (2009)Feasibility of a Brief Online Mindfulness and Compassion-Based Intervention to Promote Mental Health Among University Students During the COVID-19 Pandemic (2021)Mindfulness-Based School Interventions: a Systematic Review of Outcome Evidence Quality by Study Design (2022)The effectiveness of immersive virtual reality (VR) based mindfulness training on improvement mental-health in adults: A narrative systematic review (2022)The Hospital Anxiety and Depression Scale (1983)The role of gamification in digital mental health (2023)Effectiveness of gamified digital interventions in mental health prevention and health promotion among adults: a scoping review (2024)Promoting Physical and Mental Health among Children and Adolescents via Gamification—A Conceptual Systematic Review (2024)Dropout rates in clinical trials of smartphone apps for depressive symptoms: A systematic review and meta-analysis (2019)Android and iPhone Mobile Apps for Psychosocial Wellness and Stress Management: Systematic Search in App Stores and Literature Review (2020)Digital cognitive behavioral therapy for insomnia on depression and anxiety: a systematic review and meta-analysis (2023)Engagement and attrition in digital mental health: current challenges and potential solutions (2025)Epidemiology of Adult DSM-5 Major Depressive Disorder and Its Specifiers in the United States (2018)Prevalence of Depression Symptoms in US Adults Before and During the COVID-19 Pandemic (2020)Global, regional, and national burden of 12 mental disorders in 204 countries and territories, 1990–2019: a systematic analysis for the Global Burden of Disease Study 2019 (2022)Barriers and Facilitators of User Engagement With Digital Mental Health Interventions for People With Psychosis or Bipolar Disorder: Systematic Review and Best-Fit Framework Synthesis (2025)Digital Mental Health Interventions for University Students With Mental Health Difficulties: A Systematic Review and Meta‐Analysis (2025)
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References

  • 2019Objective User Engagement With Mental Health Apps: Systematic Search and Panel-Based Usage Analysis956 cited
  • 2021The Empirical Status of Mindfulness-Based Interventions: A Systematic Review of 44 Meta-Analyses of Randomized Controlled Trials517 cited
  • 2018The effect of mindfulness meditation on sleep quality: a systematic review and meta‐analysis of randomized controlled trials498 cited
  • 2019Efficacy of the Mindfulness Meditation Mobile App “Calm” to Reduce Stress Among College Students: Randomized Controlled Trial488 cited
  • 2016The relationship between mobile phone location sensor data and depressive symptom severity314 cited
  • 2020The efficacy of mindfulness meditation apps in enhancing users’ well-being and mental health related outcomes: a meta-analysis of randomized controlled trials289 cited
  • 2016The Ethical Use of Mobile Health Technology in Clinical Psychiatry143 cited
  • 2022Digital therapeutics for mental health: Is attrition the Achilles heel?99 cited
  • 2023Assessing Patient Adherence to and Engagement With Digital Interventions for Depression in Clinical Trials: Systematic Literature Review96 cited
  • 2021Examining the Effectiveness of Gamification in Mental Health Apps for Depression: Systematic Review and Meta-analysis95 cited
  • 2020Reassessing evidence-based content in popular smartphone apps for depression and anxiety: Developing and applying user-adjusted analyses.84 cited
  • 2023The efficacy of mindfulness apps on symptoms of depression and anxiety: An updated meta-analysis of randomized controlled trials

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74 cited
  • 2022Efficacy and Conflicts of Interest in Randomized Controlled Trials Evaluating Headspace and Calm Apps: Systematic Review72 cited
  • 2023Rates of attrition and engagement in randomized controlled trials of mindfulness apps: Systematic review and meta-analysis69 cited
  • 2021Engagement with mobile health interventions for depression: A systematic review60 cited
  • 2021Just-in-Time Adaptive Mechanisms of Popular Mobile Apps for Individuals With Depression: Systematic App Search and Literature Review59 cited
  • Cited by

    • 2025Digital support for female students in physical education universities in Japan2 cited