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Influence of online opinions and interactions on the Covid-19 vaccination in Chile
We analyze 6 months of Twitter conversations related to the Chilean Covid-19 vaccination process, in order to understand the online forces that argue for or against it and suggest effective digital communication strategies. Using AI, we classify accounts into four categories that emerge from the dat...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9734170/ https://www.ncbi.nlm.nih.gov/pubmed/36494384 http://dx.doi.org/10.1038/s41598-022-23738-0 |
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author | Villegas, Claudio Ortiz, Abril Arriagada, Víctor Ortega, Sofía Walker, Juan Arriagada, Eduardo Kalergis, Alexis M. Huepe, Cristián |
author_facet | Villegas, Claudio Ortiz, Abril Arriagada, Víctor Ortega, Sofía Walker, Juan Arriagada, Eduardo Kalergis, Alexis M. Huepe, Cristián |
author_sort | Villegas, Claudio |
collection | PubMed |
description | We analyze 6 months of Twitter conversations related to the Chilean Covid-19 vaccination process, in order to understand the online forces that argue for or against it and suggest effective digital communication strategies. Using AI, we classify accounts into four categories that emerge from the data as a result of the type of language used. This classification naturally distinguishes pro- and anti-vaccine activists from moderates that promote or inhibit vaccination in discussions, which also play a key role that should be addressed by public policies. We find that all categories display relatively constant opinions, but that the number of tweeting accounts grows in each category during controversial periods. We also find that accounts disfavoring vaccination tend to appear in the periphery of the interaction network, which is consistent with Chile’s high immunization levels. However, these are more active in addressing those favoring vaccination than vice-versa, revealing a potential communication problem even in a society where the antivaccine movement has no central role. Our results highlight the importance of social network analysis to understand public discussions and suggest online interventions that can help achieve successful immunization campaigns. |
format | Online Article Text |
id | pubmed-9734170 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-97341702022-12-11 Influence of online opinions and interactions on the Covid-19 vaccination in Chile Villegas, Claudio Ortiz, Abril Arriagada, Víctor Ortega, Sofía Walker, Juan Arriagada, Eduardo Kalergis, Alexis M. Huepe, Cristián Sci Rep Article We analyze 6 months of Twitter conversations related to the Chilean Covid-19 vaccination process, in order to understand the online forces that argue for or against it and suggest effective digital communication strategies. Using AI, we classify accounts into four categories that emerge from the data as a result of the type of language used. This classification naturally distinguishes pro- and anti-vaccine activists from moderates that promote or inhibit vaccination in discussions, which also play a key role that should be addressed by public policies. We find that all categories display relatively constant opinions, but that the number of tweeting accounts grows in each category during controversial periods. We also find that accounts disfavoring vaccination tend to appear in the periphery of the interaction network, which is consistent with Chile’s high immunization levels. However, these are more active in addressing those favoring vaccination than vice-versa, revealing a potential communication problem even in a society where the antivaccine movement has no central role. Our results highlight the importance of social network analysis to understand public discussions and suggest online interventions that can help achieve successful immunization campaigns. Nature Publishing Group UK 2022-12-09 /pmc/articles/PMC9734170/ /pubmed/36494384 http://dx.doi.org/10.1038/s41598-022-23738-0 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Villegas, Claudio Ortiz, Abril Arriagada, Víctor Ortega, Sofía Walker, Juan Arriagada, Eduardo Kalergis, Alexis M. Huepe, Cristián Influence of online opinions and interactions on the Covid-19 vaccination in Chile |
title | Influence of online opinions and interactions on the Covid-19 vaccination in Chile |
title_full | Influence of online opinions and interactions on the Covid-19 vaccination in Chile |
title_fullStr | Influence of online opinions and interactions on the Covid-19 vaccination in Chile |
title_full_unstemmed | Influence of online opinions and interactions on the Covid-19 vaccination in Chile |
title_short | Influence of online opinions and interactions on the Covid-19 vaccination in Chile |
title_sort | influence of online opinions and interactions on the covid-19 vaccination in chile |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9734170/ https://www.ncbi.nlm.nih.gov/pubmed/36494384 http://dx.doi.org/10.1038/s41598-022-23738-0 |
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