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Characterizing Discourse about COVID-19 Vaccines: A Reddit Version of the Pandemic Story
It has been one year since the outbreak of the COVID-19 pandemic. The good news is that vaccines developed by several manufacturers are being actively distributed worldwide. However, as more and more vaccines become available to the public, various concerns related to vaccines become the primary bar...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
AAAS
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9629685/ https://www.ncbi.nlm.nih.gov/pubmed/36405359 http://dx.doi.org/10.34133/2021/9837856 |
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author | Wu, Wei Lyu, Hanjia Luo, Jiebo |
author_facet | Wu, Wei Lyu, Hanjia Luo, Jiebo |
author_sort | Wu, Wei |
collection | PubMed |
description | It has been one year since the outbreak of the COVID-19 pandemic. The good news is that vaccines developed by several manufacturers are being actively distributed worldwide. However, as more and more vaccines become available to the public, various concerns related to vaccines become the primary barriers that may hinder the public from getting vaccinated. Considering the complexities of these concerns and their potential hazards, this study is aimed at offering a clear understanding about different population groups' underlying concerns when they talk about COVID-19 vaccines—particularly those active on Reddit. The goal is achieved by applying LDA and LIWC to characterize the pertaining discourse with insights generated through a combination of quantitative and qualitative comparisons. Findings include the following: (1) during the pandemic, the proportion of Reddit comments predominated by conspiracy theories outweighed that of any other topics; (2) each subreddit has its own user bases, so information posted in one subreddit may not reach that from other subreddits; and (3) since users' concerns vary across time and subreddits, communication strategies must be adjusted according to specific needs. The results of this study manifest challenges as well as opportunities in the process of designing effective communication and immunization programs. |
format | Online Article Text |
id | pubmed-9629685 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | AAAS |
record_format | MEDLINE/PubMed |
spelling | pubmed-96296852022-11-14 Characterizing Discourse about COVID-19 Vaccines: A Reddit Version of the Pandemic Story Wu, Wei Lyu, Hanjia Luo, Jiebo Health Data Sci Research Article It has been one year since the outbreak of the COVID-19 pandemic. The good news is that vaccines developed by several manufacturers are being actively distributed worldwide. However, as more and more vaccines become available to the public, various concerns related to vaccines become the primary barriers that may hinder the public from getting vaccinated. Considering the complexities of these concerns and their potential hazards, this study is aimed at offering a clear understanding about different population groups' underlying concerns when they talk about COVID-19 vaccines—particularly those active on Reddit. The goal is achieved by applying LDA and LIWC to characterize the pertaining discourse with insights generated through a combination of quantitative and qualitative comparisons. Findings include the following: (1) during the pandemic, the proportion of Reddit comments predominated by conspiracy theories outweighed that of any other topics; (2) each subreddit has its own user bases, so information posted in one subreddit may not reach that from other subreddits; and (3) since users' concerns vary across time and subreddits, communication strategies must be adjusted according to specific needs. The results of this study manifest challenges as well as opportunities in the process of designing effective communication and immunization programs. AAAS 2021-08-27 /pmc/articles/PMC9629685/ /pubmed/36405359 http://dx.doi.org/10.34133/2021/9837856 Text en Copyright © 2021 Wei Wu et al. https://creativecommons.org/licenses/by/4.0/Exclusive Licensee Peking University Health Science Center. Distributed under a Creative Commons Attribution License (CC BY 4.0). |
spellingShingle | Research Article Wu, Wei Lyu, Hanjia Luo, Jiebo Characterizing Discourse about COVID-19 Vaccines: A Reddit Version of the Pandemic Story |
title | Characterizing Discourse about COVID-19 Vaccines: A Reddit Version of the Pandemic Story |
title_full | Characterizing Discourse about COVID-19 Vaccines: A Reddit Version of the Pandemic Story |
title_fullStr | Characterizing Discourse about COVID-19 Vaccines: A Reddit Version of the Pandemic Story |
title_full_unstemmed | Characterizing Discourse about COVID-19 Vaccines: A Reddit Version of the Pandemic Story |
title_short | Characterizing Discourse about COVID-19 Vaccines: A Reddit Version of the Pandemic Story |
title_sort | characterizing discourse about covid-19 vaccines: a reddit version of the pandemic story |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9629685/ https://www.ncbi.nlm.nih.gov/pubmed/36405359 http://dx.doi.org/10.34133/2021/9837856 |
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