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A sentiment and content analysis of tweets on monkeypox stigma among the LGBTQ+ community: A cue to risk communication plan
BACKGROUND: The stigma associated with monkeypox (mpox) may prevent people from following recommended guidelines. Using a “model of stigma communication,” this study maps and determines the mpox stigma on Twitter among LGBTQ+ (Lesbian, gay, bisexual, transgender, queer and more) community. METHODS:...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Authors. Published by Elsevier Inc.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9767808/ https://www.ncbi.nlm.nih.gov/pubmed/36573228 http://dx.doi.org/10.1016/j.dialog.2022.100095 |
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author | Dsouza, Viola Savy Rajkhowa, Priyobrat Mallya, B. Rashmi Raksha, D.S. Mrinalini, V. Cauvery, K. Raj, Rohit Toby, Indu Pattanshetty, Sanjay Brand, Helmut |
author_facet | Dsouza, Viola Savy Rajkhowa, Priyobrat Mallya, B. Rashmi Raksha, D.S. Mrinalini, V. Cauvery, K. Raj, Rohit Toby, Indu Pattanshetty, Sanjay Brand, Helmut |
author_sort | Dsouza, Viola Savy |
collection | PubMed |
description | BACKGROUND: The stigma associated with monkeypox (mpox) may prevent people from following recommended guidelines. Using a “model of stigma communication,” this study maps and determines the mpox stigma on Twitter among LGBTQ+ (Lesbian, gay, bisexual, transgender, queer and more) community. METHODS: The tweets that contained the terms ‘#monkeypox’, ‘#MPVS’, ‘#stigma’, and ‘#LGBTQ+’ and were published between May 01, 2022 and Sept 07, 2022 were extracted. For sentiment analysis, the VADER, Text Blob, and Flair analysers were implemented. This study evaluated the dynamics of stigma communication based on the “model of stigma communication”. A total of 70,832 tweets were extracted, from which 66,387 tweets were passed to the sentiment analyser and 3100 tweets were randomly selected for manual coding. Consolidated Criteria for Reporting Qualitative Research (COREQ) criteria was adopted to report this study. FINDINGS: This research provided insight on the cause, communication, and patterns of mpox stigma in the LGBTQ+ community. In the community, stigmatisation was influenced by the group's labelling as the source of monkeypox. Some users believed that mpox resembled previously observed diseases such as HIV/AIDS, and COVID-19. Despite officials and media outlets disseminating information about preventing mpox and stigmatisation, a number of individuals failed to comply. The LGBTQ+ community faced peril in the form of violence due to escalating stigma. Misinformation and misinterpretation spread further stigmatisation. INTERPRETATION: This study indicates that authorities must address misinformation, stigmatization of the LGBTQ+ community, and the absence of a comprehensive risk-communication plan to improve the system. The effects of stigmatization on the vulnerable population must be handled in conjunction with a well-developed risk communication plan, without jeopardizing their wellbeing. |
format | Online Article Text |
id | pubmed-9767808 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | The Authors. Published by Elsevier Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-97678082022-12-22 A sentiment and content analysis of tweets on monkeypox stigma among the LGBTQ+ community: A cue to risk communication plan Dsouza, Viola Savy Rajkhowa, Priyobrat Mallya, B. Rashmi Raksha, D.S. Mrinalini, V. Cauvery, K. Raj, Rohit Toby, Indu Pattanshetty, Sanjay Brand, Helmut Dialogues Health Article BACKGROUND: The stigma associated with monkeypox (mpox) may prevent people from following recommended guidelines. Using a “model of stigma communication,” this study maps and determines the mpox stigma on Twitter among LGBTQ+ (Lesbian, gay, bisexual, transgender, queer and more) community. METHODS: The tweets that contained the terms ‘#monkeypox’, ‘#MPVS’, ‘#stigma’, and ‘#LGBTQ+’ and were published between May 01, 2022 and Sept 07, 2022 were extracted. For sentiment analysis, the VADER, Text Blob, and Flair analysers were implemented. This study evaluated the dynamics of stigma communication based on the “model of stigma communication”. A total of 70,832 tweets were extracted, from which 66,387 tweets were passed to the sentiment analyser and 3100 tweets were randomly selected for manual coding. Consolidated Criteria for Reporting Qualitative Research (COREQ) criteria was adopted to report this study. FINDINGS: This research provided insight on the cause, communication, and patterns of mpox stigma in the LGBTQ+ community. In the community, stigmatisation was influenced by the group's labelling as the source of monkeypox. Some users believed that mpox resembled previously observed diseases such as HIV/AIDS, and COVID-19. Despite officials and media outlets disseminating information about preventing mpox and stigmatisation, a number of individuals failed to comply. The LGBTQ+ community faced peril in the form of violence due to escalating stigma. Misinformation and misinterpretation spread further stigmatisation. INTERPRETATION: This study indicates that authorities must address misinformation, stigmatization of the LGBTQ+ community, and the absence of a comprehensive risk-communication plan to improve the system. The effects of stigmatization on the vulnerable population must be handled in conjunction with a well-developed risk communication plan, without jeopardizing their wellbeing. The Authors. Published by Elsevier Inc. 2023-12 2022-12-21 /pmc/articles/PMC9767808/ /pubmed/36573228 http://dx.doi.org/10.1016/j.dialog.2022.100095 Text en © 2022 The Authors Elsevier has created a Monkeypox Information Center (https://www.elsevier.com/connect/monkeypox-information-center) in response to the declared public health emergency of international concern, with free information in English on the monkeypox virus. The Monkeypox Information Center is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its monkeypox related research that is available on the Monkeypox Information Center - including this research content - immediately available in publicly funded repositories, with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the Monkeypox Information Center remains active. |
spellingShingle | Article Dsouza, Viola Savy Rajkhowa, Priyobrat Mallya, B. Rashmi Raksha, D.S. Mrinalini, V. Cauvery, K. Raj, Rohit Toby, Indu Pattanshetty, Sanjay Brand, Helmut A sentiment and content analysis of tweets on monkeypox stigma among the LGBTQ+ community: A cue to risk communication plan |
title | A sentiment and content analysis of tweets on monkeypox stigma among the LGBTQ+ community: A cue to risk communication plan |
title_full | A sentiment and content analysis of tweets on monkeypox stigma among the LGBTQ+ community: A cue to risk communication plan |
title_fullStr | A sentiment and content analysis of tweets on monkeypox stigma among the LGBTQ+ community: A cue to risk communication plan |
title_full_unstemmed | A sentiment and content analysis of tweets on monkeypox stigma among the LGBTQ+ community: A cue to risk communication plan |
title_short | A sentiment and content analysis of tweets on monkeypox stigma among the LGBTQ+ community: A cue to risk communication plan |
title_sort | sentiment and content analysis of tweets on monkeypox stigma among the lgbtq+ community: a cue to risk communication plan |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9767808/ https://www.ncbi.nlm.nih.gov/pubmed/36573228 http://dx.doi.org/10.1016/j.dialog.2022.100095 |
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