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Medical intelligence for anxiety research: Insights from genetics, hormones, implant science, and smart devices with future strategies
16 references·0 citing·55 second hopsampled
Medical intelligence for anxiety research: Insights from genetics, hormones, implant science, and smart devices with future strategies (2024)Medical intelligence for anxiety research…Wearable Flexible Electronics Based Cardiac Electrode for Researcher Mental Stress Detection System Using Machine Learning Models on Single Lead Electrocardiogram Signal (2022)Wearable Flexible Electronics…Using machine learning-based analysis for behavioral differentiation between anxiety and depression (2020)Using machine learning-based …The importance of a developmental perspective in Psychiatry: what do recent genetic-epidemiological findings show? (2020)The importance of a developme…Chinese College Students Have Higher Anxiety in New Semester of Online Learning During COVID-19: A Machine Learning Approach (2020)Chinese College Students Have…Giving Voice to Vulnerable Children: Machine Learning Analysis of Speech Detects Anxiety and Depression in Early Childhood (2019)Giving Voice to Vulnerable Ch…Treatment gap for anxiety disorders is global: Results of the World Mental Health Surveys in 21 countries (2018)Treatment gap for anxiety dis…Mediating effect of coping styles on the association between psychological capital and psychological distress among Chinese nurses: a cross‐sectional study (2017)Mediating effect of coping st…Diagnosis and management of generalized anxiety disorder and panic disorder in adults. (2015)Diagnosis and management of g…Association of Mental Disorders With Subsequent Chronic Physical Conditions (2015)Association of Mental Disorde…An integrated system based on physiological signals for the assessment of affective states in patients with anxiety disorders (2010)An integrated system based on…Advances in molecular genetics of panic disorder (2010)Advances in molecular genetic…Anxiety as a Developmental Disorder (2007)Anxiety as a Developmental Di…Sleep and Anxiety Disorders (2006)Sleep and Anxiety DisordersThe co-morbidity of anxiety and depression in the perspective of genetic epidemiology. A review of twin and family studies (2005)The co-morbidity of anxiety a…Anxiety, hormonal responses, and coping during a judo competition (2001)Anxiety, hormonal responses, …Development of a fatigue scale (1993)Development of a fatigue scaleEpidemiologic Study of Sleep Disturbances and Psychiatric Disorders (1989)Diagnostic and Statistical Manual of Mental Disorders (2009)The two-factor structure of sleep complaints and its relation to depression and anxiety. (2009)Sleep disturbance, personality and the onset of depression and anxiety: Prospective cohort study (2012)Diagnostic and Statistical Manual of Mental Disorders (2013)24-HOUR ACTIVITY RHYTHM AND SLEEP DISTURBANCES IN DEPRESSION AND ANXIETY: A POPULATION-BASED STUDY OF MIDDLE-AGED AND OLDER PERSONS (2015)Attachment and Loss (1969)Lifetime Prevalence and Age-of-Onset Distributions of DSM-IV Disorders in the National Comorbidity Survey Replication (2005)World Federation of Societies of Biological Psychiatry (WFSBP) Guidelines for the Pharmacological Treatment of Anxiety, Obsessive-Compulsive and Post-Traumatic Stress Disorders – First Revision (2008)Anxiety and Anxiety Disorders in Children and Adolescents: Developmental Issues and Implications for DSM-V (2009)Incidence and Risk Patterns of Anxiety and Depressive Disorders and Categorization of Generalized Anxiety Disorder (2010)Coefficient Alpha and the Internal Structure of Tests (1951)A user's guide to the General Health Questionnaire (1988)Health Measurement Scales: A Practical Guide to Their Development and Use (1989)The Revised Illness Perception Questionnaire (IPQ-R) (2002)Psychometric qualities of a brief self-rated fatigue measure (2003)Distinguishing sleepiness and fatigue: focus on definition and measurement (2005)The Structure of Common Mental Disorders (1999)A Review and Meta-Analysis of the Genetic Epidemiology of Anxiety Disorders (2001)Reinterpreting Comorbidity: A Model-Based Approach to Understanding and Classifying Psychopathology (2005)Linking “big” personality traits to anxiety, depressive, and substance use disorders: A meta-analysis. (2010)Comorbidity of anxiety and depression in children and adolescents: 20 years after. (2013)Measuring inconsistency in meta-analyses (2003)Concordance of the Composite International Diagnostic Interview Version 3.0 (CIDI 3.0) with standardized clinical assessments in the WHO World Mental Health Surveys (2006)No health without mental health (2007)Mental health problems in college freshmen: Prevalence and academic functioning (2017)The Prevalence of Depression, Anxiety and Stress and Their Associated Factors in College Students (2020)Lifestyle and mental health disruptions during COVID-19 (2021)A Brief Measure for Assessing Generalized Anxiety Disorder (2006)Twelve‐month and lifetime prevalence and lifetime morbid risk of anxiety and mood disorders in the United States (2012)Mindfulness-based therapy: A comprehensive meta-analysis (2013)Assessing Primary Care Contributions to Behavioral Health: A Cross-sectional Study Using Medical Expenditure Panel Survey (2021)The panic buying behavior of consumers during the COVID-19 pandemic: Examining the influences of uncertainty, perceptions of severity, perceptions of scarcity, and anxiety (2021)A Comprehensive Review of the Generalized Anxiety Disorder (2023)Prevalence, Severity, and Unmet Need for Treatment of Mental Disorders in the World Health Organization World Mental Health Surveys (2004)The World Mental Health (WMH) Survey Initiative version of the World Health Organization (WHO) Composite International Diagnostic Interview (CIDI) (2004)Diagnostic and Statistical Manual of Mental Disorders (2013)Psychological Treatment of Depression in Primary Care: Recent Developments (2019)Anxiety disorders (2021)Measuring mental health needs (2025)Schedule for Affective Disorders and Schizophrenia for School-Age Children-Present and Lifetime Version (K-SADS-PL): Initial Reliability and Validity Data (1997)Common emotional and behavioral disorders in preschool children: presentation, nosology, and epidemiology (2006)Rethinking Rumination (2008)Speech as a Biomarker for Depression (2021)A systematic review on automated clinical depression diagnosis (2023)Bio-acoustic features of depression: A review (2023)Depression in adolescence (2012)The developmental course of loneliness in adolescence: Implications for mental health, educational attainment and psychosocial functioning (2021)Validation of the short Mood and Feelings Questionnaire in young adulthood (2021)The developmental course of loneliness in adolescence: Implications for mental health, educational attainment, and psychosocial functioning (2022)Mental Stress Quantification Using EEG Signals (2015)Emotional Stress State Detection Using Genetic Algorithm-Based Feature Selection on EEG Signals (2018)Role of Oxidative Stress and Inflammation in Insomnia Sleep Disorder and Cardiovascular Diseases: Herbal Antioxidants and Anti-inflammatory Coupled with Insomnia Detection using Machine Learning (2022)Detection and monitoring of stress using wearables: a systematic review (2024)Fusing Wearable Biosensors with Artificial Intelligence for Mental Health Monitoring: A Systematic Review (2025)
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References

  • 1993Development of a fatigue scale3,028 cited
  • 2018Treatment gap for anxiety disorders is global: Results of the World Mental Health Surveys in 21 countries715 cited
  • 2015Association of Mental Disorders With Subsequent Chronic Physical Conditions595 cited
  • 2005The co-morbidity of anxiety and depression in the perspective of genetic epidemiology. A review of twin and family studies316 cited
  • 2015Diagnosis and management of generalized anxiety disorder and panic disorder in adults.229 cited
  • 2007Anxiety as a Developmental Disorder183 cited
  • 2006Sleep and Anxiety Disorders165 cited
  • 2019Giving Voice to Vulnerable Children: Machine Learning Analysis of Speech Detects Anxiety and Depression in Early Childhood128 cited
  • 2022Wearable Flexible Electronics Based Cardiac Electrode for Researcher Mental Stress Detection System Using Machine Learning Models on Single Lead Electrocardiogram Signal117 cited
  • 2020The importance of a developmental perspective in Psychiatry: what do recent genetic-epidemiological findings show?115 cited
  • 2010An integrated system based on physiological signals for the assessment of affective states in patients with anxiety disorders110 cited
  • 2010Advances in molecular genetics of panic disorder106 cited
  • 2020Chinese College Students Have Higher Anxiety in New Semester of Online Learning During COVID-19: A Machine Learning Approach106 cited

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  • 2017Mediating effect of coping styles on the association between psychological capital and psychological distress among Chinese nurses: a cross‐sectional study95 cited
  • 2020Using machine learning-based analysis for behavioral differentiation between anxiety and depression95 cited
  • 2001Anxiety, hormonal responses, and coping during a judo competition91 cited
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