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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-9782437 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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