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Validating Machine Learning Algorithms for Twitter Data Against Established Measures of Suicidality
16 references·16 citing·53 second hopsampled
Validating Machine Learning Algorithms for Twitter Data Against Established Measures of Suicidality (2016)Validating Machine Learning Algorithms fo…Social media and suicide prevention: a systematic review (2015)Social media and suicide prev…Psychological Language on Twitter Predicts County-Level Heart Disease Mortality (2015)Psychological Language on Twi…From ADHD to SAD: Analyzing the Language of Mental Health on Twitter through Self-Reported Diagnoses (2015)From ADHD to SAD: Analyzing t…Detecting suicidality on Twitter (2015)Detecting suicidality on Twit…A review of depression and suicide risk assessment using speech analysis (2015)A review of depression and su…Quantifying Mental Health Signals in Twitter (2014)Quantifying Mental Health Sig…Tracking Suicide Risk Factors Through Twitter in the US (2013)Tracking Suicide Risk Factors…Social media as a measurement tool of depression in populations (2013)Social media as a measurement…The interpersonal theory of suicide. (2010)The interpersonal theory of s…Suicidal desire and the capability for suicide: Tests of the interpersonal-psychological theory of suicidal behavior among adults. (2008)Suicidal desire and the capab…Screening for Depression in Adults: A Summary of the Evidence for the U.S. Preventive Services Task Force (2002)Screening for Depression in A…A brief screening tool for suicidal symptoms in adolescents and young adults in general health settings: reliability and validity data from the Australian National General Practice Youth Suicide Prevention Project (2002)A brief screening tool for su…Word Use in the Poetry of Suicidal and Nonsuicidal Poets (2001)Word Use in the Poetry of Sui…A Randomized Controlled Trial of Postcrisis Suicide Prevention (2001)A Randomized Controlled Trial…The science of prevention: A conceptual framework and some directions for a national research program. (1993)The science of prevention: A …Suicide as escape from self. (1990)Suicide as escape from self.The Lancet Commission on self-harm (2024)The Lancet Commission on self…Depression Detection From Social Networks Data Based on Machine Learning and Deep Learning Techniques: An Interrogative Survey (2023)Depression Detection From Soc…Detecting and Analyzing Suicidal Ideation on Social Media Using Deep Learning and Machine Learning Models (2022)Detecting and Analyzing Suici…Smartphones and the Neuroscience of Mental Health (2021)Smartphones and the Neuroscie…Automatic detection of depression symptoms in twitter using multimodal analysis (2021)Automatic detection of depres…Using Social Media for Mental Health Surveillance (2020)Using Social Media for Mental…Testing Suicide Risk Prediction Algorithms Using Phone Measurements With Patients in Acute Mental Health Settings: Feasibility Study (2020)Testing Suicide Risk Predicti…Building and Using Personal Knowledge Graph to Improve Suicidal Ideation Detection on Social Media (2020)Building and Using Personal K…A Time-Aware Transformer Based Model for Suicide Ideation Detection on Social Media (2020)A Time-Aware Transformer Base…Methodological Gaps in Predicting Mental Health States from Social Media (2019)Methodological Gaps in Predic…Latent Suicide Risk Detection on Microblog via Suicide-Oriented Word Embeddings and Layered Attention (2019)Latent Suicide Risk Detection…Identification of Imminent Suicide Risk Among Young Adults using Text Messages (2018)Identification of Imminent Su…Detection of suicide-related posts in Twitter data streams (2018)Detection of suicide-related …Detecting Suicidal Ideation on Forums: Proof-of-Concept Study (2018)Detecting Suicidal Ideation o…Sentiment analysis of social networking sites (SNS) data using machine learning approach for the measurement of depression (2017)Sentiment analysis of social …Multi-class machine classification of suicide-related communication on Twitter (2017)Multi-class machine classific…Coercive Family Process (1982)Resilience in the Face of Adversity (1985)Risk and Protective Factors in the Development of Psychopathology (1990)The development of competence in favorable and unfavorable environments: Lessons from research on successful children. 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References

  • 2010The interpersonal theory of suicide.5,280 cited
  • 1990Suicide as escape from self.1,894 cited
  • 1993The science of prevention: A conceptual framework and some directions for a national research program.1,253 cited
  • 2008Suicidal desire and the capability for suicide: Tests of the interpersonal-psychological theory of suicidal behavior among adults.1,118 cited
  • 2002Screening for Depression in Adults: A Summary of the Evidence for the U.S. Preventive Services Task Force1,086 cited
  • 2015A review of depression and suicide risk assessment using speech analysis1,007 cited
  • 2014Quantifying Mental Health Signals in Twitter722 cited
  • 2001Word Use in the Poetry of Suicidal and Nonsuicidal Poets547 cited
  • 2001A Randomized Controlled Trial of Postcrisis Suicide Prevention516 cited
  • 2013Social media as a measurement tool of depression in populations497 cited
  • 2015Psychological Language on Twitter Predicts County-Level Heart Disease Mortality486 cited
  • 2015Detecting suicidality on Twitter439 cited
  • 2002A brief screening tool for suicidal symptoms in adolescents and young adults in general health settings: reliability and validity data from the Australian National General Practice Youth Suicide Prevention Project387 cited
  • 2013Tracking Suicide Risk Factors Through Twitter in the US

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342 cited
  • 2015From ADHD to SAD: Analyzing the Language of Mental Health on Twitter through Self-Reported Diagnoses342 cited
  • 2015Social media and suicide prevention: a systematic review333 cited
  • Cited by

    • 2017Sentiment analysis of social networking sites (SNS) data using machine learning approach for the measurement of depression158 cited
    • 2018Detection of suicide-related posts in Twitter data streams150 cited
    • 2022Detecting and Analyzing Suicidal Ideation on Social Media Using Deep Learning and Machine Learning Models150 cited
    • 2018Detecting Suicidal Ideation on Forums: Proof-of-Concept Study148 cited
    • 2020Using Social Media for Mental Health Surveillance147 cited
    • 2023Depression Detection From Social Networks Data Based on Machine Learning and Deep Learning Techniques: An Interrogative Survey142 cited
    • 2017Multi-class machine classification of suicide-related communication on Twitter130 cited
    • 2021Automatic detection of depression symptoms in twitter using multimodal analysis122 cited
    • 2024The Lancet Commission on self-harm118 cited
    • 2020A Time-Aware Transformer Based Model for Suicide Ideation Detection on Social Media114 cited
    • 2019Methodological Gaps in Predicting Mental Health States from Social Media107 cited
    • 2020Building and Using Personal Knowledge Graph to Improve Suicidal Ideation Detection on Social Media104 cited
    • 2019Latent Suicide Risk Detection on Microblog via Suicide-Oriented Word Embeddings and Layered Attention95 cited
    • 2021Smartphones and the Neuroscience of Mental Health90 cited
    • 2020Testing Suicide Risk Prediction Algorithms Using Phone Measurements With Patients in Acute Mental Health Settings: Feasibility Study87 cited
    • 2018Identification of Imminent Suicide Risk Among Young Adults using Text Messages86 cited