Literature DB >> 32935081

The Language of LGBTQ+ Minority Stress Experiences on Social Media.

Koustuv Saha1, Sang Chan Kim1, Manikanta D Reddy1, Albert J Carter2, Eva Sharma1, Oliver L Haimson2, Munmun DE Choudhury1.   

Abstract

LGBTQ+ (lesbian, gay, bisexual, transgender, queer) individuals are at significantly higher risk for mental health challenges than the general population. Social media and online communities provide avenues for LGBTQ+ individuals to have safe, candid, semi-anonymous discussions about their struggles and experiences. We study minority stress through the language of disclosures and self-experiences on the r/lgbt Reddit community. Drawing on Meyer's minority stress theory, and adopting a combined qualitative and computational approach, we make three primary contributions, 1) a theoretically grounded codebook to identify minority stressors across three types of minority stress-prejudice events, perceived stigma, and internalized LGBTphobia, 2) a machine learning classifier to scalably identify social media posts describing minority stress experiences, that achieves an AUC of 0.80, and 3) a lexicon of linguistic markers, along with their contextualization in the minority stress theory. Our results bear implications to influence public health policy and contribute to improving knowledge relating to the mental health disparities of LGBTQ+ populations. We also discuss the potential of our approach to enable designing online tools sensitive to the needs of LGBTQ+ individuals.

Entities:  

Keywords:  LGBTQ+; Reddit; mental health; minority stress; social media; stigma

Year:  2019        PMID: 32935081      PMCID: PMC7489301          DOI: 10.1145/3361108

Source DB:  PubMed          Journal:  Proc ACM Hum Comput Interact


  39 in total

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4.  Helpful and unhelpful therapy experiences of LGBT clients.

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Authors:  R Cain
Journal:  Soc Work       Date:  1991-01

6.  Discovering Shifts to Suicidal Ideation from Mental Health Content in Social Media.

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8.  The online disinhibition effect.

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Authors:  David M Frost; Keren Lehavot; Ilan H Meyer
Journal:  J Behav Med       Date:  2013-07-18

10.  Personality, gender, and age in the language of social media: the open-vocabulary approach.

Authors:  H Andrew Schwartz; Johannes C Eichstaedt; Margaret L Kern; Lukasz Dziurzynski; Stephanie M Ramones; Megha Agrawal; Achal Shah; Michal Kosinski; David Stillwell; Martin E P Seligman; Lyle H Ungar
Journal:  PLoS One       Date:  2013-09-25       Impact factor: 3.240

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  11 in total

1.  Classifying Minority Stress Disclosure on Social Media with Bidirectional Long Short-Term Memory.

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4.  Tweet Classification to Assist Human Moderation for Suicide Prevention.

Authors:  Ramit Sawhney; Harshit Joshi; Alicia Nobles; Rajiv Ratn Shah
Journal:  Proc Int AAAI Conf Weblogs Soc Media       Date:  2021-05-22

5.  Examining Peer-to-Peer and Patient-Provider Interactions on a Social Media Community Facilitating Ask the Doctor Services.

Authors:  Alicia L Nobles; Eric C Leas; Mark Dredze; John W Ayers
Journal:  Proc Int AAAI Conf Weblogs Soc Media       Date:  2020-06

6.  Patterns of Routes of Administration and Drug Tampering for Nonmedical Opioid Consumption: Data Mining and Content Analysis of Reddit Discussions.

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Journal:  J Med Internet Res       Date:  2021-01-04       Impact factor: 5.428

Review 7.  Machine Learning Applications in Mental Health and Substance Use Research Among the LGBTQ2S+ Population: Scoping Review.

Authors:  Anasua Kundu; Michael Chaiton; Rebecca Billington; Daniel Grace; Rui Fu; Carmen Logie; Bruce Baskerville; Christina Yager; Nicholas Mitsakakis; Robert Schwartz
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8.  Detecting risk level in individuals misusing fentanyl utilizing posts from an online community on Reddit.

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9.  Exploring the Effect of Social Support and Empathy on User Engagement in Online Mental Health Communities.

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Journal:  Int J Environ Res Public Health       Date:  2021-06-26       Impact factor: 3.390

10.  Psychosocial Effects of the COVID-19 Pandemic: Large-scale Quasi-Experimental Study on Social Media.

Authors:  Koustuv Saha; John Torous; Eric D Caine; Munmun De Choudhury
Journal:  J Med Internet Res       Date:  2020-11-24       Impact factor: 5.428

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