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Combating Misinformation by Sharing the Truth: a Study on the Spread of Fact-Checks on Social Media
Misinformation on social media has become a horrendous problem in our society. Fact-checks on information often fall behind the diffusion of misinformation, which can lead to negative impacts on society. This research studies how different factors may affect the spread of fact-checks over the intern...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9188446/ https://www.ncbi.nlm.nih.gov/pubmed/35729965 http://dx.doi.org/10.1007/s10796-022-10296-z |
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author | Li, Jiexun Chang, Xiaohui |
author_facet | Li, Jiexun Chang, Xiaohui |
author_sort | Li, Jiexun |
collection | PubMed |
description | Misinformation on social media has become a horrendous problem in our society. Fact-checks on information often fall behind the diffusion of misinformation, which can lead to negative impacts on society. This research studies how different factors may affect the spread of fact-checks over the internet. We collected a dataset of fact-checks in a six-month period and analyzed how they spread on Twitter. The spread of fact-checks is measured by the total retweet count. The factors/variables include the truthfulness rating, topic of information, source credibility, etc. The research identifies truthfulness rating as a significant factor: conclusive fact-checks (either true or false) tend to be shared more than others. In addition, the source credibility, political leaning, and the sharing count also affect the spread of fact-checks. The findings of this research provide practical insights into accelerating the spread of the truth in the battle against misinformation online. |
format | Online Article Text |
id | pubmed-9188446 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-91884462022-06-17 Combating Misinformation by Sharing the Truth: a Study on the Spread of Fact-Checks on Social Media Li, Jiexun Chang, Xiaohui Inf Syst Front Article Misinformation on social media has become a horrendous problem in our society. Fact-checks on information often fall behind the diffusion of misinformation, which can lead to negative impacts on society. This research studies how different factors may affect the spread of fact-checks over the internet. We collected a dataset of fact-checks in a six-month period and analyzed how they spread on Twitter. The spread of fact-checks is measured by the total retweet count. The factors/variables include the truthfulness rating, topic of information, source credibility, etc. The research identifies truthfulness rating as a significant factor: conclusive fact-checks (either true or false) tend to be shared more than others. In addition, the source credibility, political leaning, and the sharing count also affect the spread of fact-checks. The findings of this research provide practical insights into accelerating the spread of the truth in the battle against misinformation online. Springer US 2022-06-11 /pmc/articles/PMC9188446/ /pubmed/35729965 http://dx.doi.org/10.1007/s10796-022-10296-z Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2022 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Li, Jiexun Chang, Xiaohui Combating Misinformation by Sharing the Truth: a Study on the Spread of Fact-Checks on Social Media |
title | Combating Misinformation by Sharing the Truth: a Study on the Spread of Fact-Checks on Social Media |
title_full | Combating Misinformation by Sharing the Truth: a Study on the Spread of Fact-Checks on Social Media |
title_fullStr | Combating Misinformation by Sharing the Truth: a Study on the Spread of Fact-Checks on Social Media |
title_full_unstemmed | Combating Misinformation by Sharing the Truth: a Study on the Spread of Fact-Checks on Social Media |
title_short | Combating Misinformation by Sharing the Truth: a Study on the Spread of Fact-Checks on Social Media |
title_sort | combating misinformation by sharing the truth: a study on the spread of fact-checks on social media |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9188446/ https://www.ncbi.nlm.nih.gov/pubmed/35729965 http://dx.doi.org/10.1007/s10796-022-10296-z |
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