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A Scoping Review of Sensors, Wearables, and Remote Monitoring For Behavioral Health: Uses, Outcomes, Clinical Competencies, and Research Directions
16 references·12 citing·38 second hop
A Scoping Review of Sensors, Wearables, and Remote Monitoring For Behavioral Health: Uses, Outcomes, Clinical Competencies, and Research Directions (2021)A Scoping Review of Sensors, Wearables, a…Diffusion of Innovations 1 (2019)Diffusion of Innovations 1Natural Language Processing of Social Media as Screening for Suicide Risk (2018)Natural Language Processing o…Mental health monitoring with multimodal sensing and machine learning: A survey (2018)Mental health monitoring with…Identifying Objective Physiological Markers and Modifiable Behaviors for Self-Reported Stress and Mental Health Status Using Wearable Sensors and Mobile Phones: Observational Study (2018)Identifying Objective Physiol…Personal Sensing: Understanding Mental Health Using Ubiquitous Sensors and Machine Learning (2017)Personal Sensing: Understandi…Digital Phenotyping (2017)Digital PhenotypingMobile Sensing and Support for People With Depression: A Pilot Trial in the Wild (2016)Mobile Sensing and Support fo…Harnessing Smartphone-Based Digital Phenotyping to Enhance Behavioral and Mental Health (2016)Harnessing Smartphone-Based D…Trajectories of depression (2015)Trajectories of depressionNext-generation psychiatric assessment: Using smartphone sensors to monitor behavior and mental health. (2015)Next-generation psychiatric a…StudentLife (2014)StudentLifemHealth for mental health: Integrating smartphone technology in behavioral healthcare. (2011)mHealth for mental health: In…Harnessing Context Sensing to Develop a Mobile Intervention for Depression (2011)Harnessing Context Sensing to…Scoping studies: advancing the methodology (2010)Scoping studies: advancing th…Inferring friendship network structure by using mobile phone data (2009)Inferring friendship network …Scoping studies: towards a methodological framework (2005)Scoping studies: towards a me…Smartphone-Based Digital Phenotyping Across Health Conditions: Scoping Review (2026)Smartphone-Based Digital Phen…Remote Data Verification Under Fragility and Operational Stress: Insights from Somalia During COVID-19 (2025)Remote Data Verification Unde…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…Arabic Mental Health Apps: A Narrative Review of Therapeutic and Engagement Features (2025)Arabic Mental Health Apps: A …Understanding Challenges and Design Opportunities for Digital Mental Well-Being in Saudi Arabia (2024)Understanding Challenges and …The New Emerging Treatment Choice for Major Depressive Disorders: Digital Therapeutics (2024)The New Emerging Treatment Ch…Evaluating Accuracy in Five Commercial Sleep-Tracking Devices Compared to Research-Grade Actigraphy and Polysomnography (2024)Evaluating Accuracy in Five C…“If Someone Walks In On Us Talking, Pretend to be My Friend, Not My Therapist": Challenges and Opportunities for Digital Mental Health Support in Saudi Arabia (2024)“If Someone Walks In On Us Ta…Mobile Sensing and Engagement Features in Arabic Mental Well-Being Apps: Systematic Search and Analysis (2023)Mobile Sensing and Engagement…Clinician and Patient Perspectives on the Use of Passive Mobile Monitoring and Self-Tracking for Patients With Serious Mental Illness: User-Centered Approach (2023)Clinician and Patient Perspec…A Survey on Wearable Sensors for Mental Health Monitoring (2023)A Survey on Wearable Sensors …Global Collaboration Around Digital Mental Health: The LAMP Consortium (2022)Global Collaboration Around D…Three Approaches to Qualitative Content Analysis (2005)A typology of reviews: an analysis of 14 review types and associated methodologies (2009)Updated methodological guidance for the conduct of scoping reviews (2020)A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting (1997)The PHQ-9 (2001)A Brief Measure for Assessing Generalized Anxiety Disorder (2006)Trust in Automation (2014)Mobile Phone Sensor Correlates of Depressive Symptom Severity in Daily-Life Behavior: An Exploratory Study (2015)Using Psychological Artificial Intelligence (Tess) to Relieve Symptoms of Depression and Anxiety: Randomized Controlled Trial (2018)A Global Measure of Perceived Stress (1983)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Mental Health and Behavior of College Students During the Early Phases of the COVID-19 Pandemic: Longitudinal Smartphone and Ecological Momentary Assessment Study (2020)Psychological status of the script concept. (1981)Reality mining: sensing complex social systems (2005)Computational Social Science (2009)Dynamics of Dyads in Social Networks: Assortative, Relational, and Proximity Mechanisms (2010)Friendship and mobility (2011)Human mobility: Models and applications (2018)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)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)The Strength of Weak Ties (1973)Diffusion of innovations. (2003)User Acceptance of Information Technology: Toward A Unified View1 (2003)Ambulatory Assessment (2012)mHealth: A Mechanism to Deliver More Accessible, More Effective Mental Health Care (2013)Feasibility, Acceptability, and Preliminary Efficacy of a Smartphone Intervention for Schizophrenia (2014)PRISMA Extension for Scoping Reviews (PRISMA-ScR): Checklist and Explanation (2018)Systematic review or scoping review? Guidance for authors when choosing between a systematic or scoping review approach (2018)Detecting depression and mental illness on social media: an integrative review (2017)Internet‐delivered psychological treatments: from innovation to implementation (2019)Annual Research Review: Adolescent mental health in the digital age: facts, fears, and future directions (2020)
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References

  • 2019Diffusion of Innovations 137,320 cited
  • 2005Scoping studies: towards a methodological framework36,603 cited
  • 2010Scoping studies: advancing the methodology15,226 cited
  • 2009Inferring friendship network structure by using mobile phone data1,858 cited
  • 2014StudentLife1,117 cited
  • 2017Digital Phenotyping832 cited
  • 2011mHealth for mental health: Integrating smartphone technology in behavioral healthcare.809 cited
  • 2017Personal Sensing: Understanding Mental Health Using Ubiquitous Sensors and Machine Learning800 cited
  • 2016Harnessing Smartphone-Based Digital Phenotyping to Enhance Behavioral and Mental Health720 cited
  • 2011Harnessing Context Sensing to Develop a Mobile Intervention for Depression646 cited
  • 2018Natural Language Processing of Social Media as Screening for Suicide Risk505 cited
  • 2015Trajectories of depression475 cited
  • 2015Next-generation psychiatric assessment: Using smartphone sensors to monitor behavior and mental health.429 cited
  • 2018Mental health monitoring with multimodal sensing and machine learning: A survey356 cited
  • 2016Mobile Sensing and Support for People With Depression: A Pilot Trial in the Wild333 cited

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  • 2018Identifying Objective Physiological Markers and Modifiable Behaviors for Self-Reported Stress and Mental Health Status Using Wearable Sensors and Mobile Phones: Observational Study333 cited
  • Cited by

    • 2023A Survey on Wearable Sensors for Mental Health Monitoring128 cited
    • 2024Evaluating Accuracy in Five Commercial Sleep-Tracking Devices Compared to Research-Grade Actigraphy and Polysomnography71 cited
    • 2022Global Collaboration Around Digital Mental Health: The LAMP Consortium17 cited
    • 2024“If Someone Walks In On Us Talking, Pretend to be My Friend, Not My Therapist": Challenges and Opportunities for Digital Mental Health Support in Saudi Arabia15 cited
    • 2024The New Emerging Treatment Choice for Major Depressive Disorders: Digital Therapeutics13 cited
    • 2023Clinician and Patient Perspectives on the Use of Passive Mobile Monitoring and Self-Tracking for Patients With Serious Mental Illness: User-Centered Approach11 cited
    • 2026Smartphone-Based Digital Phenotyping Across Health Conditions: Scoping 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
    • 2025Arabic Mental Health Apps: A Narrative Review of Therapeutic and Engagement Features4 cited
    • 2023Mobile Sensing and Engagement Features in Arabic Mental Well-Being Apps: Systematic Search and Analysis4 cited
    • 2024Understanding Challenges and Design Opportunities for Digital Mental Well-Being in Saudi Arabia3 cited
    • 2025Remote Data Verification Under Fragility and Operational Stress: Insights from Somalia During COVID-191 cited