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Health activism, vaccine, and mpox discourse: BERTopic based mixed-method analyses of tweets from sexual minority men and gender diverse (SMMGD) individuals in the U.S.
Wang, Yunwen; O'Connor, Karen; Flores, Ivan; Berdahl, Carl T; Urbanowicz, Ryan J; Stevens, Robin; Bauermeister, José A; Gonzalez-Hernandez, Graciela.
Afiliação
  • Wang Y; Department of Computational Biomedicine, Cedars-Sinai Medical Center, West Hollywood, CA, USA.
  • O'Connor K; Department of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
  • Flores I; Department of Computational Biomedicine, Cedars-Sinai Medical Center, West Hollywood, CA, USA.
  • Berdahl CT; Departments of Medicine and Emergency Medicine, Cedars-Sinai Medical Center, West Hollywood, CA, USA.
  • Urbanowicz RJ; Department of Computational Biomedicine, Cedars-Sinai Medical Center, West Hollywood, CA, USA.
  • Stevens R; Annenberg School for Communication and Journalism, University of Southern California, Los Angeles, CA, USA.
  • Bauermeister JA; Department of Family and Community Health, School of Nursing, University of Pennsylvania, Philadelphia, PA, USA.
  • Gonzalez-Hernandez G; Department of Computational Biomedicine, Cedars-Sinai Medical Center, West Hollywood, CA, USA.
medRxiv ; 2024 Mar 19.
Article em En | MEDLINE | ID: mdl-38562836
ABSTRACT

Objectives:

To synthesize discussions among sexual minority men and gender diverse (SMMGD) individuals on mpox, given limited representation of SMMGD voices in existing mpox literature.

Methods:

BERTopic (a topic modeling technique) was employed with human validations to analyze mpox-related tweets (n = 8,688; October 2020-September 2022) from 2,326 self-identified SMMGD individuals in the U.S.; followed by content analysis and geographic analysis.

Results:

BERTopic identified 11 topics health activism (29.81%); mpox vaccination (25.81%) and adverse events (0.98%); sarcasm, jokes, emotional expressions (14.04%); COVID-19 and mpox (7.32%); government/public health response (6.12%); mpox symptoms (2.74%); case reports (2.21%); puns on the virus' naming (i.e., monkeypox; 0.86%); media publicity (0.68%); mpox in children (0.67%). Mpox health activism negatively correlated with LGB social climate index at U.S. state level, ρ = -0.322, p = 0.031.

Conclusions:

SMMGD discussions on mpox encompassed utilitarian (e.g., vaccine access, case reports, mpox symptoms) and emotionally-charged themes-advocating against homophobia, misinformation, and stigma. Mpox health activism was more prevalent in states with lower LGB social acceptance. Public Health Implications Findings illuminate SMMGD engagement with mpox discourse, underscoring the need for more inclusive health communication strategies in infectious disease outbreaks to control associated stigma.
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Texto completo: 1 Temas: ECOS / Equidade_desigualdade Bases de dados: MEDLINE Idioma: En Revista: MedRxiv Ano de publicação: 2024 Tipo de documento: Article País de afiliação: Estados Unidos

Texto completo: 1 Temas: ECOS / Equidade_desigualdade Bases de dados: MEDLINE Idioma: En Revista: MedRxiv Ano de publicação: 2024 Tipo de documento: Article País de afiliação: Estados Unidos