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Digital phenotyping of generalized anxiety disorder: using artificial intelligence to accurately predict symptom severity using wearable sensors in daily life
16 references·5 citing·40 second hop
Digital phenotyping of generalized anxiety disorder: using artificial intelligence to accurately predict symptom severity using wearable sensors in daily life (2022)Digital phenotyping of generalized anxiet…New dimensions and new tools to realize the potential of RDoC: digital phenotyping via smartphones and connected devices (2017)New dimensions and new tools …Digital Phenotyping (2017)Digital PhenotypingHarnessing Smartphone-Based Digital Phenotyping to Enhance Behavioral and Mental Health (2016)Harnessing Smartphone-Based D…Trajectories of depression (2015)Trajectories of depressionDepression sum-scores don’t add up: why analyzing specific depression symptoms is essential (2015)Depression sum-scores don’t a…Toward the future of psychiatric diagnosis: the seven pillars of RDoC (2013)Toward the future of psychiat…Stress Recognition Using Wearable Sensors and Mobile Phones (2013)Stress Recognition Using Wear…Diagnostic and Statistical Manual of Mental Disorders (2013)Diagnostic and Statistical Ma…The Diagnosis of Mental Disorders: The Problem of Reification (2010)The Diagnosis of Mental Disor…Human and economic burden of generalized anxiety disorder (2006)Human and economic burden of …Forecasting seasonals and trends by exponentially weighted moving averages (2004)Forecasting seasonals and tre…The Economic Burden of Anxiety Disorders in the 1990s (1999)The Economic Burden of Anxiet…Impairment in Pure and Comorbid Generalized Anxiety Disorder and Major Depression at 12 Months in Two National Surveys (1999)Impairment in Pure and Comorb…Reliability and validity studies of the WHO-Composite International Diagnostic Interview (CIDI): A critical review (1994)Reliability and validity stud…DSM-III-R Generalized Anxiety Disorder in the National Comorbidity Survey (1994)DSM-III-R Generalized Anxiety…Space-Time Modelling with Long-Memory Dependence: Assessing Ireland's Wind Power Resource (1989)Space-Time Modelling with Lon…The ethics of AI-assisted digital phenotyping in adolescent mental health: a framework for informed consent and trust (2025)The ethics of AI-assisted dig…Passive Sensing for Mental Health Monitoring Using Machine Learning With Wearables and Smartphones: Scoping Review (2025)Passive Sensing for Mental He…Digital Psychiatry: Opportunities, Challenges, and Future Directions (2024)Digital Psychiatry: Opportuni…Wearable Artificial Intelligence for Detecting Anxiety: Systematic Review and Meta-Analysis (2023)Wearable Artificial Intellige…Review: Preventing Psychopathology in the Digital Age: Leveraging Technology to Target Coping and Emotion Regulation in Adolescents (2023)Review: Preventing Psychopath…Lifetime and 12-Month Prevalence of DSM-III-R Psychiatric Disorders in the United States (1994)The Prevalence, Distribution, and Mental Health Correlates of Perceived Discrimination in the United States (1999)Mental Health Correlates of Perceived Discrimination Among Lesbian, Gay, and Bisexual Adults in the United States (2001)Understanding the association between socioeconomic status and physical health: Do negative emotions play a role? (2003)A RATING SCALE FOR DEPRESSION (1960)Diagnostic and Statistical Manual of Mental Disorders (2013)Network analysis of depression and anxiety symptom relationships in a psychiatric sample (2016)Moving Forward: Challenges and Directions for Psychopathological Network Theory and Methodology (2017)Time for united action on depression: a Lancet–World Psychiatric Association Commission (2022)Diagnostic and Statistical Manual of Mental Disorders, 3rd ed (1981)Posttraumatic Stress Disorder in the National Comorbidity Survey (1995)Short screening scales to monitor population prevalences and trends in non-specific psychological distress (2002)The Epidemiology of Major Depressive Disorder (2003)Lifetime Prevalence and Age-of-Onset Distributions of DSM-IV Disorders in the National Comorbidity Survey Replication (2005)Diagnostic and Statistical Manual of Mental Disorders (2012)Network Analysis: An Integrative Approach to the Structure of Psychopathology (2013)Annual Research Review: A meta‐analysis of the worldwide prevalence of mental disorders in children and adolescents (2015)The Hierarchical Taxonomy of Psychopathology (HiTOP): A dimensional alternative to traditional nosologies. 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(2017)Validity and Reliability of the Experience-Sampling Method (1987)Ecological Momentary Assessment (2007)New Tools for New Research in Psychiatry: A Scalable and Customizable Platform to Empower Data Driven Smartphone Research (2016)Natural Language Processing of Social Media as Screening for Suicide Risk (2018)AI in mental health (2020)Social Media and Mental Health: Benefits, Risks, and Opportunities for Research and Practice (2020)The NIMH Research Domain Criteria (RDoC) Project: Precision Medicine for Psychiatry (2014)Ensuring Fairness in Machine Learning to Advance Health Equity (2018)Diez pasos para la construcción de un test (2019)Toward clinical digital phenotyping: a timely opportunity to consider purpose, quality, and safety (2019)Cognitive Behavioral Therapy for Posttraumatic Stress Disorder in Women (2007)Rebooting Psychotherapy Research and Practice to Reduce the Burden of Mental Illness (2011)A systematic review of reviews on the prevalence of anxiety disorders in adult populations (2016)25 years of time series forecasting (2006)Exponential smoothing: The state of the art—Part II (2006)A new metric of absolute percentage error for intermittent demand forecasts (2016)Psychometric properties of the Beck Depression Inventory: Twenty-five years of evaluation (1988)The structure of negative emotional states: Comparison of the Depression Anxiety Stress Scales (DASS) with the Beck Depression and Anxiety Inventories (1995)The Posttraumatic Stress Disorder Checklist for DSM‐5 (PCL‐5): Development and Initial Psychometric Evaluation (2015)
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References

  • 2013Diagnostic and Statistical Manual of Mental Disorders116,254 cited
  • 2013Toward the future of psychiatric diagnosis: the seven pillars of RDoC3,049 cited
  • 1994Reliability and validity studies of the WHO-Composite International Diagnostic Interview (CIDI): A critical review2,346 cited
  • 2004Forecasting seasonals and trends by exponentially weighted moving averages1,732 cited
  • 1999The Economic Burden of Anxiety Disorders in the 1990s1,242 cited
  • 2010The Diagnosis of Mental Disorders: The Problem of Reification1,051 cited
  • 2015Depression sum-scores don’t add up: why analyzing specific depression symptoms is essential978 cited
  • 1994DSM-III-R Generalized Anxiety Disorder in the National Comorbidity Survey967 cited
  • 2017Digital Phenotyping832 cited
  • 2016Harnessing Smartphone-Based Digital Phenotyping to Enhance Behavioral and Mental Health720 cited
  • 1989Space-Time Modelling with Long-Memory Dependence: Assessing Ireland's Wind Power Resource625 cited
  • 2013Stress Recognition Using Wearable Sensors and Mobile Phones523 cited
  • 1999Impairment in Pure and Comorbid Generalized Anxiety Disorder and Major Depression at 12 Months in Two National Surveys486 cited
  • 2015Trajectories of depression475 cited

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2006
Human and economic burden of generalized anxiety disorder
437 cited
  • 2017New dimensions and new tools to realize the potential of RDoC: digital phenotyping via smartphones and connected devices348 cited
  • Cited by

    • 2025Passive Sensing for Mental Health Monitoring Using Machine Learning With Wearables and Smartphones: Scoping Review67 cited
    • 2023Wearable Artificial Intelligence for Detecting Anxiety: Systematic Review and Meta-Analysis44 cited
    • 2025The ethics of AI-assisted digital phenotyping in adolescent mental health: a framework for informed consent and trust14 cited
    • 2024Digital Psychiatry: Opportunities, Challenges, and Future Directions3 cited
    • 2023Review: Preventing Psychopathology in the Digital Age: Leveraging Technology to Target Coping and Emotion Regulation in Adolescents3 cited