Impact of COVID-19 on HIV Prevention Access: A Multi-platform Social Media Infodemiology Study

This study seeks to identify and characterize key barriers associated with PrEP therapy as self-reported by users on social media platforms. We used data mining and unsupervised machine learning approaches to collect and analyze COVID-19 and PrEP-related posts from three social media platforms inclu...

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Autores principales: Xu, Qing, McMann, Tiana, Godinez, Hector, Nali, Matthew C., Li, Jiawei, Cai, Mingxiang, Merenda, Christine, Lee, Christine, Araojo, Richardae, Mackey, Tim K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2022
Materias:
Original Paper
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9734820/
https://www.ncbi.nlm.nih.gov/pubmed/36471205
http://dx.doi.org/10.1007/s10461-022-03922-z
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author Xu, Qing
McMann, Tiana
Godinez, Hector
Nali, Matthew C.
Li, Jiawei
Cai, Mingxiang
Merenda, Christine
Lee, Christine
Araojo, Richardae
Mackey, Tim K.
author_facet Xu, Qing
McMann, Tiana
Godinez, Hector
Nali, Matthew C.
Li, Jiawei
Cai, Mingxiang
Merenda, Christine
Lee, Christine
Araojo, Richardae
Mackey, Tim K.
author_sort Xu, Qing
collection PubMed
description This study seeks to identify and characterize key barriers associated with PrEP therapy as self-reported by users on social media platforms. We used data mining and unsupervised machine learning approaches to collect and analyze COVID-19 and PrEP-related posts from three social media platforms including Twitter, Reddit, and Instagram. Predominant themes detected by unsupervised machine learning and manual annotation included users expressing uncertainty about PrEP treatment adherence due to COVID-19, challenges related to accessibility of clinics, concerns about PrEP costs and insurance coverage, perceived lower HIV risk leading to lack of adherence, and misinformation about PrEP use for COVID-19 prevention. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10461-022-03922-z.
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spelling pubmed-97348202022-12-12 Impact of COVID-19 on HIV Prevention Access: A Multi-platform Social Media Infodemiology Study Xu, Qing McMann, Tiana Godinez, Hector Nali, Matthew C. Li, Jiawei Cai, Mingxiang Merenda, Christine Lee, Christine Araojo, Richardae Mackey, Tim K. AIDS Behav Original Paper This study seeks to identify and characterize key barriers associated with PrEP therapy as self-reported by users on social media platforms. We used data mining and unsupervised machine learning approaches to collect and analyze COVID-19 and PrEP-related posts from three social media platforms including Twitter, Reddit, and Instagram. Predominant themes detected by unsupervised machine learning and manual annotation included users expressing uncertainty about PrEP treatment adherence due to COVID-19, challenges related to accessibility of clinics, concerns about PrEP costs and insurance coverage, perceived lower HIV risk leading to lack of adherence, and misinformation about PrEP use for COVID-19 prevention. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1007/s10461-022-03922-z. Springer US 2022-12-05 2023 /pmc/articles/PMC9734820/ /pubmed/36471205 http://dx.doi.org/10.1007/s10461-022-03922-z Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2022, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Original Paper
Xu, Qing
McMann, Tiana
Godinez, Hector
Nali, Matthew C.
Li, Jiawei
Cai, Mingxiang
Merenda, Christine
Lee, Christine
Araojo, Richardae
Mackey, Tim K.
Impact of COVID-19 on HIV Prevention Access: A Multi-platform Social Media Infodemiology Study
title Impact of COVID-19 on HIV Prevention Access: A Multi-platform Social Media Infodemiology Study
title_full Impact of COVID-19 on HIV Prevention Access: A Multi-platform Social Media Infodemiology Study
title_fullStr Impact of COVID-19 on HIV Prevention Access: A Multi-platform Social Media Infodemiology Study
title_full_unstemmed Impact of COVID-19 on HIV Prevention Access: A Multi-platform Social Media Infodemiology Study
title_short Impact of COVID-19 on HIV Prevention Access: A Multi-platform Social Media Infodemiology Study
title_sort impact of covid-19 on hiv prevention access: a multi-platform social media infodemiology study
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9734820/
https://www.ncbi.nlm.nih.gov/pubmed/36471205
http://dx.doi.org/10.1007/s10461-022-03922-z
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