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Accepted for/Published in: Journal of Medical Internet Research

Date Submitted: Dec 15, 2022
Open Peer Review Period: Dec 15, 2022 - Feb 9, 2023
Date Accepted: Mar 30, 2023
(closed for review but you can still tweet)

The final, peer-reviewed published version of this preprint can be found here:

Mpox Panic, Infodemic, and Stigmatization of the Two-Spirit, Lesbian, Gay, Bisexual, Transgender, Queer or Questioning, Intersex, Asexual Community: Geospatial Analysis, Topic Modeling, and Sentiment Analysis of a Large, Multilingual Social Media Database

Movahedi Nia Z, Bragazzi NL, Asgary A, Orbinski J, Wu J, Kong JD

Mpox Panic, Infodemic, and Stigmatization of the Two-Spirit, Lesbian, Gay, Bisexual, Transgender, Queer or Questioning, Intersex, Asexual Community: Geospatial Analysis, Topic Modeling, and Sentiment Analysis of a Large, Multilingual Social Media Database

J Med Internet Res 2023;25:e45108

DOI: 10.2196/45108

PMID: 37126377

PMCID: 10186192

Mpox panic, infodemic, and stigmatization of the 2SLGBTQIAP+ community: geospatial analysis, topic modeling, and sentiment analysis of a large, multilingual social media database

  • Zahra Movahedi Nia; 
  • Nicola Luigi Bragazzi; 
  • Ali Asgary; 
  • James Orbinski; 
  • Jianhong Wu; 
  • Jude Dzevela Kong

ABSTRACT

Background:

The currently ongoing global monkeypox outbreak is disproportionately affecting the gay/bisexual “men having sex with men” (gbMSM) community.

Objective:

the aim of this study is to use the posts on Twitter to study country-level variations in topics and sentiments toward monkeypox-2SLGBTQIAP+ related topics. Previous infectious outbreaks have shown that stigma intensifies an outbreak. This work helps health officials control fear and stop discrimination.

Methods:

A number of 24,401 tweets related to Monkeypox and the 2SLGBTQIAP+ community were extracted from May 1 to June 14, 2022. Using ArcGis online the hotspots of the geotagged tweets were identified. Main topics of the tweets were discovered using Latent Dirichlet Allocation (LDA) of scikit-learn package. Sentiment analysis was applied to outline the sentiment polarity of tweets for different topics and in different countries. Mann Whitney U test was used to compare the sentiment polarity of different topics and countries.

Results:

The hotspots of the tweets related to Monkeypox and the 2SLGBTQIAP+ community were identified to be the USA, the UK, Canada, Spain, Portugal, India, and Italy. Eight of the ten topics were aimed at stigmatizing the LGBTQ+ community. Five of the topics had a significantly lower sentiment polarity compared to other topics. Canada and the USA had more tweets with negative polarity and lower sentiment score.

Conclusions:

the results show that the 2SLGBTQIAP+ community is being widely stigmatized for spreading the monkeypox virus on social media. This turns the community into a highly vulnerable population, widens the disparities, increases discrimination, and accelerates the spread of the virus. By identifying the hotspots and key-topics of the related tweets, this work helps decision-makers and health officials inform more targeted policies.


 Citation

Please cite as:

Movahedi Nia Z, Bragazzi NL, Asgary A, Orbinski J, Wu J, Kong JD

Mpox Panic, Infodemic, and Stigmatization of the Two-Spirit, Lesbian, Gay, Bisexual, Transgender, Queer or Questioning, Intersex, Asexual Community: Geospatial Analysis, Topic Modeling, and Sentiment Analysis of a Large, Multilingual Social Media Database

J Med Internet Res 2023;25:e45108

DOI: 10.2196/45108

PMID: 37126377

PMCID: 10186192

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