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Using Large Language Models to Detect Depression From User-Generated Diary Text Data as a Novel Approach in Digital Mental Health Screening: Instrument Validation Study
16 references·0 citing·48 second hop
Using Large Language Models to Detect Depression From User-Generated Diary Text Data as a Novel Approach in Digital Mental Health Screening: Instrument Validation Study (2024)Using Large Language Models to Detect Dep…Changes in the global burden of depression from 1990 to 2017: Findings from the Global Burden of Disease study (2019)Changes in the global burden …Detecting depression and mental illness on social media: an integrative review (2017)Detecting depression and ment…Mobile Phone Sensor Correlates of Depressive Symptom Severity in Daily-Life Behavior: An Exploratory Study (2015)Mobile Phone Sensor Correlate…A diagnostic meta-analysis of the Patient Health Questionnaire-9 (PHQ-9) algorithm scoring method as a screen for depression (2014)A diagnostic meta-analysis of…Burden of Depressive Disorders by Country, Sex, Age, and Year: Findings from the Global Burden of Disease Study 2010 (2013)Burden of Depressive Disorder…Global variation in the prevalence and incidence of major depressive disorder: a systematic review of the epidemiological literature (2012)Global variation in the preva…The increasing burden of depression (2011)The increasing burden of depr…Depressive Symptoms in Children and Adolescents with Chronic Physical Illness: An Updated Meta-Analysis (2010)Depressive Symptoms in Childr…Language use of depressed and depression-vulnerable college students (2004)Language use of depressed and…Screening for Depression: Recommendations and Rationale (2002)Screening for Depression: Rec…Diary Methods: Capturing Life as it is Lived (2002)Diary Methods: Capturing Life…Word Use in the Poetry of Suicidal and Nonsuicidal Poets (2001)Word Use in the Poetry of Sui…The PHQ-9 (2001)The PHQ-9Affective Disorders and Suicide Risk: A Reexamination (2000)Affective Disorders and Suici…Assessment of suicidal intention: The Scale for Suicide Ideation. (1979)Assessment of suicidal intent…The CES-D Scale (1977)The CES-D ScaleMeta-analysis in clinical trials (1986)Measuring inconsistency in meta-analyses (2003)Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement (2009)Social Networking Sites, Depression, and Anxiety: A Systematic Review (2016)Prevalence of depression during the COVID-19 outbreak: A meta-analysis of community-based studies (2020)Time for united action on depression: a Lancet–World Psychiatric Association Commission (2022)Depression, Disability Days, and Days Lost From Work in a Prospective Epidemiologic Survey (1990)Prevalence, Severity, and Unmet Need for Treatment of Mental Disorders in the World Health Organization World Mental Health Surveys (2004)Cross-National Associations Between Gender and Mental Disorders in the World Health Organization World Mental Health Surveys (2009)The role of socio-economic status in depression: results from the COURAGE (aging survey in Europe) (2016)Global trends in the prevalence and incidence of depression:a systematic review and meta-analysis (2020)The Covid-19 pandemic and mental health of first-year college students: Examining the effect of Covid-19 stressors using longitudinal data (2021)A new scale of social desirability independent of psychopathology. (1960)A RATING SCALE FOR DEPRESSION (1960)An Inventory for Measuring Depression (1961)A Global Measure of Perceived Stress (1983)Individual differences in two emotion regulation processes: Implications for affect, relationships, and well-being. (2003)The benefits of being present: Mindfulness and its role in psychological well-being. (2003)A New Depression Scale Designed to be Sensitive to Change (1979)The Structured Clinical Interview for DSM-III-R (SCID) (1992)The PHQ-9: A New Depression Diagnostic and Severity Measure (2002)The Patient Health Questionnaire-2 (2003)A Brief Measure for Assessing Generalized Anxiety Disorder (2006)Hopelessness and eventual suicide: a 10-year prospective study of patients hospitalized with suicidal ideation (1985)Review papers : The statistical basis of meta-analysis (1993)The Promise and Problems of Meta-Analysis (1997)Absolute Risk of Suicide After First Hospital Contact in Mental Disorder (2011)The Costs of Depression (2011)Suicide Attempt as a Risk Factor for Completed Suicide: Even More Lethal Than We Knew (2016)Telling more than we can know: Verbal reports on mental processes. (1977)EQS : structural equations program manual (1989)Emotional experience improves with age: Evidence based on over 10 years of experience sampling. (2010)A resource perspective on the work–home interface: The work–home resources model. (2012)Facebook Use Predicts Declines in Subjective Well-Being in Young Adults (2013)Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement (2009)Diagnostic and Statistical Manual of Mental Disorders (2013)New WHO prevalence estimates of mental disorders in conflict settings: a systematic review and meta-analysis (2019)Global prevalence of depression and elevated depressive symptoms among adolescents: A systematic review and meta‐analysis (2021)The Epidemiology of Major Depressive Disorder (2003)Guidelines for Accurate and Transparent Health Estimates Reporting: the GATHER statement (2016)The Economic Burden of Adults with Major Depressive Disorder in the United States (2010 and 2018) (2021)Major Depression and Its Recurrences: Life Course Matters (2022)Linguistic Markers of Psychological Change Surrounding September 11, 2001 (2004)Gender Differences in Language Use: An Analysis of 14,000 Text Samples (2008)Mental Health Discourse on reddit: Self-Disclosure, Social Support, and Anonymity (2014)Toward a Clinical Model of Suicidal Behavior in Psychiatric Patients (1999)The Columbia–Suicide Severity Rating Scale: Initial Validity and Internal Consistency Findings From Three Multisite Studies With Adolescents and Adults (2011)The Long-Term Health Consequences of Child Physical Abuse, Emotional Abuse, and Neglect: A Systematic Review and Meta-Analysis (2012)
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References

  • 1977The CES-D Scale53,239 cited
  • 2001The PHQ-944,795 cited
  • 2002Diary Methods: Capturing Life as it is Lived3,834 cited
  • 1979Assessment of suicidal intention: The Scale for Suicide Ideation.3,417 cited
  • 2013Burden of Depressive Disorders by Country, Sex, Age, and Year: Findings from the Global Burden of Disease Study 20103,115 cited
  • 2019Changes in the global burden of depression from 1990 to 2017: Findings from the Global Burden of Disease study1,450 cited
  • 2012Global variation in the prevalence and incidence of major depressive disorder: a systematic review of the epidemiological literature1,228 cited
  • 2011The increasing burden of depression1,217 cited
  • 2004Language use of depressed and depression-vulnerable college students1,018 cited
  • 2000Affective Disorders and Suicide Risk: A Reexamination878 cited
  • 2014A diagnostic meta-analysis of the Patient Health Questionnaire-9 (PHQ-9) algorithm scoring method as a screen for depression794 cited
  • 2015Mobile Phone Sensor Correlates of Depressive Symptom Severity in Daily-Life Behavior: An Exploratory Study781 cited
  • 2017Detecting depression and mental illness on social media: an integrative review722 cited
  • 2001Word Use in the Poetry of Suicidal and Nonsuicidal Poets547 cited

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  • 2002Screening for Depression: Recommendations and Rationale524 cited
  • 2010Depressive Symptoms in Children and Adolescents with Chronic Physical Illness: An Updated Meta-Analysis504 cited
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