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Media Reports on COVID-19 Vaccinations: A Study of Topic Modeling in South Korea

Early successes in controlling the COVID-19 pandemic have prevented Republic of Korea from implementing a prompt, large-scale vaccine rollout to the public. The influence of traditional media on public opinion remains critical and substantial in Republic of Korea, and there have been heated debates...

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Autores principales: Koh, Keumseok, Lee, Seunghyeon, Park, Sangdon, Lee, Jaewoo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9782437/
https://www.ncbi.nlm.nih.gov/pubmed/36560577
http://dx.doi.org/10.3390/vaccines10122166
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author Koh, Keumseok
Lee, Seunghyeon
Park, Sangdon
Lee, Jaewoo
author_facet Koh, Keumseok
Lee, Seunghyeon
Park, Sangdon
Lee, Jaewoo
author_sort Koh, Keumseok
collection PubMed
description Early successes in controlling the COVID-19 pandemic have prevented Republic of Korea from implementing a prompt, large-scale vaccine rollout to the public. The influence of traditional media on public opinion remains critical and substantial in Republic of Korea, and there have been heated debates about vaccination in traditional media reports in Korea. Effective and efficient public health communication is integral in managing public health challenges. This study explored media reports on the COVID-19 vaccines during the pandemic in Republic of Korea. 12,399 media news reports from May 2020 to September 2021 were collected. An LDA topic model was applied in order to analyze and compare the topics drawn from each study phase using words from the unstructured text data. Although media reports from before the national vaccination implementation focused on the development and rollout of COVID-19 vaccines, diverse topics were reported without any overlap. After the vaccination rollout, the biggest concern was the side effects of the COVID-19 vaccine. In sum, Republic of Korea’s major media outlets reported on diverse topics rather than generating a common discourse about topics related to COVID-19 vaccination.
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spelling pubmed-97824372022-12-24 Media Reports on COVID-19 Vaccinations: A Study of Topic Modeling in South Korea Koh, Keumseok Lee, Seunghyeon Park, Sangdon Lee, Jaewoo Vaccines (Basel) Article Early successes in controlling the COVID-19 pandemic have prevented Republic of Korea from implementing a prompt, large-scale vaccine rollout to the public. The influence of traditional media on public opinion remains critical and substantial in Republic of Korea, and there have been heated debates about vaccination in traditional media reports in Korea. Effective and efficient public health communication is integral in managing public health challenges. This study explored media reports on the COVID-19 vaccines during the pandemic in Republic of Korea. 12,399 media news reports from May 2020 to September 2021 were collected. An LDA topic model was applied in order to analyze and compare the topics drawn from each study phase using words from the unstructured text data. Although media reports from before the national vaccination implementation focused on the development and rollout of COVID-19 vaccines, diverse topics were reported without any overlap. After the vaccination rollout, the biggest concern was the side effects of the COVID-19 vaccine. In sum, Republic of Korea’s major media outlets reported on diverse topics rather than generating a common discourse about topics related to COVID-19 vaccination. MDPI 2022-12-16 /pmc/articles/PMC9782437/ /pubmed/36560577 http://dx.doi.org/10.3390/vaccines10122166 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Koh, Keumseok
Lee, Seunghyeon
Park, Sangdon
Lee, Jaewoo
Media Reports on COVID-19 Vaccinations: A Study of Topic Modeling in South Korea
title Media Reports on COVID-19 Vaccinations: A Study of Topic Modeling in South Korea
title_full Media Reports on COVID-19 Vaccinations: A Study of Topic Modeling in South Korea
title_fullStr Media Reports on COVID-19 Vaccinations: A Study of Topic Modeling in South Korea
title_full_unstemmed Media Reports on COVID-19 Vaccinations: A Study of Topic Modeling in South Korea
title_short Media Reports on COVID-19 Vaccinations: A Study of Topic Modeling in South Korea
title_sort media reports on covid-19 vaccinations: a study of topic modeling in south korea
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9782437/
https://www.ncbi.nlm.nih.gov/pubmed/36560577
http://dx.doi.org/10.3390/vaccines10122166
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