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Digital Phenotyping Data to Predict Symptom Improvement and Mental Health App Personalization in College Students: Prospective Validation of a Predictive Model
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Digital Phenotyping Data to Predict Symptom Improvement and Mental Health App Personalization in College Students: Prospective Validation of a Predictive Model (2023)Digital Phenotyping Data to Predict Sympt…Uptake and effectiveness of a self-guided mobile app platform for college student mental health (2021)Uptake and effectiveness of a…Toward a Mobile Platform for Real-world Digital Measurement of Depression: User-Centered Design, Data Quality, and Behavioral and Clinical Modeling (2021)Toward a Mobile Platform for …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…Alliance With an Unguided Smartphone App: Validation of the Digital Working Alliance Inventory (2021)Alliance With an Unguided Sma…Digital phenotyping for mental health of college students: a clinical review (2020)Digital phenotyping for menta…User Engagement in Mental Health Apps: A Review of Measurement, Reporting, and Validity (2019)User Engagement in Mental Hea…Objective User Engagement With Mental Health Apps: Systematic Search and Panel-Based Usage Analysis (2019)Objective User Engagement Wit…Digital mental health apps and the therapeutic alliance: initial review (2019)Digital mental health apps an…Creating a Digital Health Smartphone App and Digital Phenotyping Platform for Mental Health and Diverse Healthcare Needs: an Interdisciplinary and Collaborative Approach (2019)Creating a Digital Health Sma…College Students: Mental Health Problems and Treatment Considerations (2014)College Students: Mental Heal…Validation and Standardization of the Generalized Anxiety Disorder Screener (GAD-7) in the General Population (2008)Validation and Standardizatio…A Brief Measure for Assessing Generalized Anxiety Disorder (2006)A Brief Measure for Assessing…The PHQ-9 (2001)The PHQ-9UCLA Loneliness Scale (Version 3): Reliability, Validity, and Factor Structure (1996)UCLA Loneliness Scale (Versio…The Pittsburgh sleep quality index: A new instrument for psychiatric practice and research (1989)The Pittsburgh sleep quality …A Global Measure of Perceived Stress (1983)A Global Measure of Perceived…What influences engagement with a bipolar disorder self-management app? A qualitative investigation of use of the PolarUs app (2025)What influences engagement wi…Transdiagnostic-focused apps for depression and anxiety: a meta-analysis (2025)Transdiagnostic-focused apps …Is digital alliance associated with engagement & outcomes in guided digital interventions? An analysis of data from two studies (2025)Is digital alliance associate…Harnessing Digital Phenotyping for Early Self-Detection of Psychological Distress (2025)Harnessing Digital Phenotypin…Distinguishing Common Digital Phenotyping and Self-Report Parameters for Monitoring and Predicting Depression: Scoping Review (2025)Distinguishing Common Digital…The Potential for Digital Phenotyping in Understanding Mindfulness App Engagement Patterns: A Pilot Study (2024)The Potential for Digital Phe…Personalisation and Recommendation for Mental Health Apps: A Scoping Review (2024)Personalisation and Recommend…Evaluating predictive artificial intelligence approaches used in mobile health platforms to forecast mental health symptoms among youth: a systematic review (2024)Evaluating predictive artific…Engagement, Acceptability, and Effectiveness of the Self-Care and Coach-Supported Versions of the Vira Digital Behavior Change Platform Among Young Adults at Risk for Depression and Obesity: Pilot Randomized Controlled Trial (2024)Engagement, Acceptability, an…Emotion Regulation Self-Efficacy as a Mechanism of Alliance and Outcomes in a Brief, Transdiagnostic Digital Mental Health Intervention: L'auto-efficacité de la régulation des émotions en tant que mécanisme d'alliance et de résultats dans une brève intervention transdiagnostique numérique en santé mentale (2024)Emotion Regulation Self-Effic…Assessing Digital Phenotyping for App Recommendations and Sustained Engagement: Cohort Study (2024)Assessing Digital Phenotyping…Emerging adulthood: A theory of development from the late teens through the twenties. 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References

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  • 1989The Pittsburgh sleep quality index: A new instrument for psychiatric practice and research35,129 cited
  • 1983A Global Measure of Perceived Stress32,743 cited
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  • 1996UCLA Loneliness Scale (Version 3): Reliability, Validity, and Factor Structure5,769 cited
  • 2008Validation and Standardization of the Generalized Anxiety Disorder Screener (GAD-7) in the General Population4,520 cited
  • 2014College Students: Mental Health Problems and Treatment Considerations1,321 cited
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  • 2019User Engagement in Mental Health Apps: A Review of Measurement, Reporting, and Validity293 cited
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  • 2019Digital mental health apps and the therapeutic alliance: initial review152 cited
  • 2020Digital phenotyping for mental health of college students: a clinical review121 cited
  • 2021Alliance With an Unguided Smartphone App: Validation of the Digital Working Alliance Inventory74 cited
  • 2021Uptake and effectiveness of a self-guided mobile app platform for college student mental health

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69 cited
  • 2021Just-in-Time Adaptive Mechanisms of Popular Mobile Apps for Individuals With Depression: Systematic App Search and Literature Review59 cited
  • 2021Toward a Mobile Platform for Real-world Digital Measurement of Depression: User-Centered Design, Data Quality, and Behavioral and Clinical Modeling54 cited
  • Cited by

    • 2024Evaluating predictive artificial intelligence approaches used in mobile health platforms to forecast mental health symptoms among youth: a systematic review28 cited
    • 2024Personalisation and Recommendation for Mental Health Apps: A Scoping Review19 cited
    • 2025Transdiagnostic-focused apps for depression and anxiety: a meta-analysis18 cited
    • 2024Engagement, Acceptability, and Effectiveness of the Self-Care and Coach-Supported Versions of the Vira Digital Behavior Change Platform Among Young Adults at Risk for Depression and Obesity: Pilot Randomized Controlled Trial13 cited
    • 2024Assessing Digital Phenotyping for App Recommendations and Sustained Engagement: Cohort Study10 cited
    • 2025Harnessing Digital Phenotyping for Early Self-Detection of Psychological Distress8 cited
    • 2024Emotion Regulation Self-Efficacy as a Mechanism of Alliance and Outcomes in a Brief, Transdiagnostic Digital Mental Health Intervention: L'auto-efficacité de la régulation des émotions en tant que mécanisme d'alliance et de résultats dans une brève intervention transdiagnostique numérique en santé mentale8 cited
    • 2025Is digital alliance associated with engagement & outcomes in guided digital interventions? An analysis of data from two studies5 cited
    • 2024The Potential for Digital Phenotyping in Understanding Mindfulness App Engagement Patterns: A Pilot Study5 cited
    • 2025Distinguishing Common Digital Phenotyping and Self-Report Parameters for Monitoring and Predicting Depression: Scoping Review4 cited
    • 2025What influences engagement with a bipolar disorder self-management app? A qualitative investigation of use of the PolarUs app3 cited