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Social Media Sharing of Articles About Measles in a European Context: Text Analysis Study
BACKGROUND: Despite the existence of an effective vaccine, measles still threatens the health and lives of many Europeans. Notably, during the COVID-19 pandemic, measles vaccine uptake declined; as a result, after the pandemic, European countries will have to increase vaccination rates to restore th...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8663483/ https://www.ncbi.nlm.nih.gov/pubmed/34570715 http://dx.doi.org/10.2196/30150 |
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author | Wawrzuta, Dominik Jaworski, Mariusz Gotlib, Joanna Panczyk, Mariusz |
author_facet | Wawrzuta, Dominik Jaworski, Mariusz Gotlib, Joanna Panczyk, Mariusz |
author_sort | Wawrzuta, Dominik |
collection | PubMed |
description | BACKGROUND: Despite the existence of an effective vaccine, measles still threatens the health and lives of many Europeans. Notably, during the COVID-19 pandemic, measles vaccine uptake declined; as a result, after the pandemic, European countries will have to increase vaccination rates to restore the extent of vaccination coverage among the population. Because information obtained from social media are one of the main causes of vaccine hesitancy, knowledge of the nature of information pertaining to measles that is shared on social media may help create educational campaigns. OBJECTIVE: In this study, we aim to define the characteristics of European news about measles shared on social media platforms (ie, Facebook, Twitter, and Pinterest) from 2017 to 2019. METHODS: We downloaded and translated (into English) 10,305 articles on measles published in European Union countries. Using latent Dirichlet allocation, we identified main topics and estimated the sentiments expressed in these articles. Furthermore, we used linear regression to determine factors related to the number of times a given article was shared on social media. RESULTS: We found that, in most European social media posts, measles is only discussed in the context of local European events. Articles containing educational information and describing world outbreaks appeared less frequently. The most common emotions identified from the study’s news data set were fear and trust. Yet, it was found that readers were more likely to share information on educational topics and the situation in Germany, Ukraine, Italy, and Samoa. A high amount of anger, joy, and sadness expressed within the text was also associated with a higher number of shares. CONCLUSIONS: We identified which features of news articles were related to increased social media shares. We found that social media users prefer sharing educational news to sharing informational news. Appropriate emotional content can also increase the willingness of social media users to share an article. Effective media content that promotes measles vaccinations should contain educational or scientific information, as well as specific emotions (such as anger, joy, or sadness). Articles with this type of content may offer the best chance of disseminating vital messages to a broad social media audience. |
format | Online Article Text |
id | pubmed-8663483 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | JMIR Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-86634832022-01-05 Social Media Sharing of Articles About Measles in a European Context: Text Analysis Study Wawrzuta, Dominik Jaworski, Mariusz Gotlib, Joanna Panczyk, Mariusz J Med Internet Res Original Paper BACKGROUND: Despite the existence of an effective vaccine, measles still threatens the health and lives of many Europeans. Notably, during the COVID-19 pandemic, measles vaccine uptake declined; as a result, after the pandemic, European countries will have to increase vaccination rates to restore the extent of vaccination coverage among the population. Because information obtained from social media are one of the main causes of vaccine hesitancy, knowledge of the nature of information pertaining to measles that is shared on social media may help create educational campaigns. OBJECTIVE: In this study, we aim to define the characteristics of European news about measles shared on social media platforms (ie, Facebook, Twitter, and Pinterest) from 2017 to 2019. METHODS: We downloaded and translated (into English) 10,305 articles on measles published in European Union countries. Using latent Dirichlet allocation, we identified main topics and estimated the sentiments expressed in these articles. Furthermore, we used linear regression to determine factors related to the number of times a given article was shared on social media. RESULTS: We found that, in most European social media posts, measles is only discussed in the context of local European events. Articles containing educational information and describing world outbreaks appeared less frequently. The most common emotions identified from the study’s news data set were fear and trust. Yet, it was found that readers were more likely to share information on educational topics and the situation in Germany, Ukraine, Italy, and Samoa. A high amount of anger, joy, and sadness expressed within the text was also associated with a higher number of shares. CONCLUSIONS: We identified which features of news articles were related to increased social media shares. We found that social media users prefer sharing educational news to sharing informational news. Appropriate emotional content can also increase the willingness of social media users to share an article. Effective media content that promotes measles vaccinations should contain educational or scientific information, as well as specific emotions (such as anger, joy, or sadness). Articles with this type of content may offer the best chance of disseminating vital messages to a broad social media audience. JMIR Publications 2021-11-08 /pmc/articles/PMC8663483/ /pubmed/34570715 http://dx.doi.org/10.2196/30150 Text en ©Dominik Wawrzuta, Mariusz Jaworski, Joanna Gotlib, Mariusz Panczyk. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 08.11.2021. 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 the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on https://www.jmir.org/, as well as this copyright and license information must be included. |
spellingShingle | Original Paper Wawrzuta, Dominik Jaworski, Mariusz Gotlib, Joanna Panczyk, Mariusz Social Media Sharing of Articles About Measles in a European Context: Text Analysis Study |
title | Social Media Sharing of Articles About Measles in a European Context: Text Analysis Study |
title_full | Social Media Sharing of Articles About Measles in a European Context: Text Analysis Study |
title_fullStr | Social Media Sharing of Articles About Measles in a European Context: Text Analysis Study |
title_full_unstemmed | Social Media Sharing of Articles About Measles in a European Context: Text Analysis Study |
title_short | Social Media Sharing of Articles About Measles in a European Context: Text Analysis Study |
title_sort | social media sharing of articles about measles in a european context: text analysis study |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8663483/ https://www.ncbi.nlm.nih.gov/pubmed/34570715 http://dx.doi.org/10.2196/30150 |
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