Cargando…
COVID-19 Vaccine Perception in South Korea: Web Crawling Approach
BACKGROUND: The US Centers for Disease Control and Prevention and the World Health Organization emphasized vaccination against COVID-19 because physical distancing proved inadequate to mitigate death, illness, and massive economic loss. OBJECTIVE: This study aimed to investigate Korean citizens’ per...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8428376/ https://www.ncbi.nlm.nih.gov/pubmed/34348890 http://dx.doi.org/10.2196/31409 |
_version_ | 1783750368252919808 |
---|---|
author | Lee, Hocheol Noh, Eun Bi Park, Sung Jong Nam, Hae Kweun Lee, Tae Ho Lee, Ga Ram Nam, Eun Woo |
author_facet | Lee, Hocheol Noh, Eun Bi Park, Sung Jong Nam, Hae Kweun Lee, Tae Ho Lee, Ga Ram Nam, Eun Woo |
author_sort | Lee, Hocheol |
collection | PubMed |
description | BACKGROUND: The US Centers for Disease Control and Prevention and the World Health Organization emphasized vaccination against COVID-19 because physical distancing proved inadequate to mitigate death, illness, and massive economic loss. OBJECTIVE: This study aimed to investigate Korean citizens’ perceptions of vaccines by examining their views on COVID-19 vaccines, their positive and negative perceptions of each vaccine, and ways to enhance policies to increase vaccine acceptance. METHODS: This cross-sectional study analyzed posts on NAVER and Instagram to examine Korean citizens’ perception of COVID-19 vaccines. The keywords searched were “vaccine,” “AstraZeneca,” and “Pfizer.” In total 8100 posts in NAVER and 5291 posts in Instagram were sampled through web crawling. Morphology analysis was performed, overlapping or meaningless words were removed, sentiment analysis was implemented, and 3 public health professionals reviewed the results. RESULTS: The findings revealed a negative perception of COVID-19 vaccines; of the words crawled, the proportion of negative words for AstraZeneca was 71.0% (476/670) and for Pfizer was 56.3% (498/885). Among words crawled with “vaccine,” “good” ranked first, with a frequency of 13.43% (312/2323). Meanwhile, “side effect” ranked highest, with a frequency of 29.2% (163/559) for “AstraZeneca,” but 0.6% (4/673) for “Pfizer.” With “vaccine,” positive words were more frequently used, whereas with “AstraZeneca” and “Pfizer” negative words were prevalent. CONCLUSIONS: There is a negative perception of AstraZeneca and Pfizer vaccines in Korea, with 1 in 4 people refusing vaccination. To address this, accurate information needs to be shared about vaccines including AstraZeneca, and the experiences of those vaccinated. Furthermore, government communication about risk management is required to increase the AstraZeneca vaccination rate for herd immunity before the vaccine expires. |
format | Online Article Text |
id | pubmed-8428376 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | JMIR Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-84283762021-09-28 COVID-19 Vaccine Perception in South Korea: Web Crawling Approach Lee, Hocheol Noh, Eun Bi Park, Sung Jong Nam, Hae Kweun Lee, Tae Ho Lee, Ga Ram Nam, Eun Woo JMIR Public Health Surveill Original Paper BACKGROUND: The US Centers for Disease Control and Prevention and the World Health Organization emphasized vaccination against COVID-19 because physical distancing proved inadequate to mitigate death, illness, and massive economic loss. OBJECTIVE: This study aimed to investigate Korean citizens’ perceptions of vaccines by examining their views on COVID-19 vaccines, their positive and negative perceptions of each vaccine, and ways to enhance policies to increase vaccine acceptance. METHODS: This cross-sectional study analyzed posts on NAVER and Instagram to examine Korean citizens’ perception of COVID-19 vaccines. The keywords searched were “vaccine,” “AstraZeneca,” and “Pfizer.” In total 8100 posts in NAVER and 5291 posts in Instagram were sampled through web crawling. Morphology analysis was performed, overlapping or meaningless words were removed, sentiment analysis was implemented, and 3 public health professionals reviewed the results. RESULTS: The findings revealed a negative perception of COVID-19 vaccines; of the words crawled, the proportion of negative words for AstraZeneca was 71.0% (476/670) and for Pfizer was 56.3% (498/885). Among words crawled with “vaccine,” “good” ranked first, with a frequency of 13.43% (312/2323). Meanwhile, “side effect” ranked highest, with a frequency of 29.2% (163/559) for “AstraZeneca,” but 0.6% (4/673) for “Pfizer.” With “vaccine,” positive words were more frequently used, whereas with “AstraZeneca” and “Pfizer” negative words were prevalent. CONCLUSIONS: There is a negative perception of AstraZeneca and Pfizer vaccines in Korea, with 1 in 4 people refusing vaccination. To address this, accurate information needs to be shared about vaccines including AstraZeneca, and the experiences of those vaccinated. Furthermore, government communication about risk management is required to increase the AstraZeneca vaccination rate for herd immunity before the vaccine expires. JMIR Publications 2021-09-08 /pmc/articles/PMC8428376/ /pubmed/34348890 http://dx.doi.org/10.2196/31409 Text en ©Hocheol Lee, Eun Bi Noh, Sung Jong Park, Hae Kweun Nam, Tae Ho Lee, Ga Ram Lee, Eun Woo Nam. Originally published in JMIR Public Health and Surveillance (https://publichealth.jmir.org), 08.09.2021. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Public Health and Surveillance, is properly cited. The complete bibliographic information, a link to the original publication on https://publichealth.jmir.org, as well as this copyright and license information must be included. |
spellingShingle | Original Paper Lee, Hocheol Noh, Eun Bi Park, Sung Jong Nam, Hae Kweun Lee, Tae Ho Lee, Ga Ram Nam, Eun Woo COVID-19 Vaccine Perception in South Korea: Web Crawling Approach |
title | COVID-19 Vaccine Perception in South Korea: Web Crawling Approach |
title_full | COVID-19 Vaccine Perception in South Korea: Web Crawling Approach |
title_fullStr | COVID-19 Vaccine Perception in South Korea: Web Crawling Approach |
title_full_unstemmed | COVID-19 Vaccine Perception in South Korea: Web Crawling Approach |
title_short | COVID-19 Vaccine Perception in South Korea: Web Crawling Approach |
title_sort | covid-19 vaccine perception in south korea: web crawling approach |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8428376/ https://www.ncbi.nlm.nih.gov/pubmed/34348890 http://dx.doi.org/10.2196/31409 |
work_keys_str_mv | AT leehocheol covid19vaccineperceptioninsouthkoreawebcrawlingapproach AT noheunbi covid19vaccineperceptioninsouthkoreawebcrawlingapproach AT parksungjong covid19vaccineperceptioninsouthkoreawebcrawlingapproach AT namhaekweun covid19vaccineperceptioninsouthkoreawebcrawlingapproach AT leetaeho covid19vaccineperceptioninsouthkoreawebcrawlingapproach AT leegaram covid19vaccineperceptioninsouthkoreawebcrawlingapproach AT nameunwoo covid19vaccineperceptioninsouthkoreawebcrawlingapproach |