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Prediction of stress levels with LSTM and passive mobile sensors
14 references·1 citing·49 second hop
Prediction of stress levels with LSTM and passive mobile sensors (2019)Prediction of stress levels with LSTM and…The prevalence and predictors of mental health diagnoses and suicide among U.S. college students: Implications for addressing disparities in service use (2018)The prevalence and predictors…The accuracy of passive phone sensors in predicting daily mood (2018)The accuracy of passive phone…Correlates of Stress in the College Environment Uncovered by the Application of Penalized Generalized Estimating Equations to Mobile Sensing Data (2018)Correlates of Stress in the C…The relationship between mobile phone location sensor data and depressive symptom severity (2016)The relationship between mobi…Mobile Sensing and Support for People With Depression: A Pilot Trial in the Wild (2016)Mobile Sensing and Support fo…Trajectories of depression (2015)Trajectories of depressionNext-generation psychiatric assessment: Using smartphone sensors to monitor behavior and mental health. (2015)Next-generation psychiatric a…Mobile Behavioral Sensing for Outpatients and Inpatients With Schizophrenia (2015)Mobile Behavioral Sensing for…StudentLife (2014)StudentLifeChecking email less frequently reduces stress (2014)Checking email less frequentl…From music-beat to heart-beat: A journey in the complex interactions between music, brain and heart (2011)From music-beat to heart-beat…Yoga Breathing, Meditation, and Longevity (2009)Yoga Breathing, Meditation, a…Stress and mental health of college students (2006)Stress and mental health of c…Psychology Applied to Modern Life: Adjustment in the 21st Century (1999)Psychology Applied to Modern …RETRACTED ARTICLE: An efficient deep learning based stress monitoring model through wearable devices for health care applications (2023)RETRACTED ARTICLE: An efficie…Long-term meditators self-induce high-amplitude gamma synchrony during mental practice (2004)Meditation experience is associated with increased cortical thickness (2005)Sudarshan Kriya Yogic Breathing in the Treatment of Stress, Anxiety, and Depression: Part I—Neurophysiologic Model (2005)Music and Autonomic Nervous System (Dys)Function (2010)Breathing Practices for Treatment of Psychiatric and Stress-Related Medical Conditions (2013)Brief structured respiration practices enhance mood and reduce physiological arousal (2023)The PHQ-9 (2001)The PHQ-9: A New Depression Diagnostic and Severity Measure (2002)The validity of the Hospital Anxiety and Depression Scale (2002)Identifying Objective Physiological Markers and Modifiable Behaviors for Self-Reported Stress and Mental Health Status Using Wearable Sensors and Mobile Phones: Observational Study (2018)Measuring objective and subjective well-being: dimensions and data sources (2020)A Global Measure of Perceived Stress (1983)Development and validation of brief measures of positive and negative affect: The PANAS scales. 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(1988)Mobile Phone Sensor Correlates of Depressive Symptom Severity in Daily-Life Behavior: An Exploratory Study (2015)Personal Sensing: Understanding Mental Health Using Ubiquitous Sensors and Machine Learning (2017)Mental Health and Behavior of College Students During the Early Phases of the COVID-19 Pandemic: Longitudinal Smartphone and Ecological Momentary Assessment Study (2020)Smartphones for Smarter Delivery of Mental Health Programs: A Systematic Review (2013)Feasibility, Acceptability, and Preliminary Efficacy of a Smartphone Intervention for Schizophrenia (2014)Predicting Symptom Trajectories of Schizophrenia using Mobile Sensing (2017)Sensing Technologies for Monitoring Serious Mental Illnesses (2018)Digital phenotyping adherence, feasibility, and tolerability in outpatients with schizophrenia (2021)Habits make smartphone use more pervasive (2011)Harnessing Context Sensing to Develop a Mobile Intervention for Depression (2011)Internet-based psychological treatments for depression (2012)Tracking Depression Dynamics in College Students Using Mobile Phone and Wearable Sensing (2018)Ecological momentary interventions for mental health: A scoping review (2021)A Call to Action on Assessing and Mitigating Bias in Artificial Intelligence Applications for Mental Health (2022)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)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)Lifetime Prevalence and Age-of-Onset Distributions of DSM-IV Disorders in the National Comorbidity Survey Replication (2005)Age of onset of mental disorders: a review of recent literature (2007)Cross-national prevalence and risk factors for suicidal ideation, plans and attempts (2008)Efficacy of the Mindfulness Meditation Mobile App “Calm” to Reduce Stress Among College Students: Randomized Controlled Trial (2019)Academic Stress and Mental Well-Being in College Students: Correlations, Affected Groups, and COVID-19 (2022)Prevalence and associated factors of depression and anxiety symptoms among college students: a systematic review and meta‐analysis (2022)Violent Video Games Stress People Out and Make Them More Aggressive (2012)Post-disaster relief–service centralized logistics distribution with survivor resilience maximization (2014)Exploring resilience in Chinese nurses: a cross-sectional study (2017)
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References

  • 2014StudentLife1,117 cited
  • 2018The prevalence and predictors of mental health diagnoses and suicide among U.S. college students: Implications for addressing disparities in service use602 cited
  • 2015Trajectories of depression475 cited
  • 2015Next-generation psychiatric assessment: Using smartphone sensors to monitor behavior and mental health.429 cited
  • 2016Mobile Sensing and Support for People With Depression: A Pilot Trial in the Wild333 cited
  • 2016The relationship between mobile phone location sensor data and depressive symptom severity314 cited
  • 2009Yoga Breathing, Meditation, and Longevity282 cited
  • 1999Psychology Applied to Modern Life: Adjustment in the 21st Century269 cited
  • 2014Checking email less frequently reduces stress234 cited
  • 2015Mobile Behavioral Sensing for Outpatients and Inpatients With Schizophrenia125 cited
  • 2018The accuracy of passive phone sensors in predicting daily mood119 cited
  • 2011From music-beat to heart-beat: A journey in the complex interactions between music, brain and heart88 cited
  • 2006Stress and mental health of college students73 cited
  • 2018Correlates of Stress in the College Environment Uncovered by the Application of Penalized Generalized Estimating Equations to Mobile Sensing Data36 cited

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  • 2023RETRACTED ARTICLE: An efficient deep learning based stress monitoring model through wearable devices for health care applications33 cited