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Online hate network spreads malicious COVID-19 content outside the control of individual social media platforms
We show that malicious COVID-19 content, including racism, disinformation, and misinformation, exploits the multiverse of online hate to spread quickly beyond the control of any individual social media platform. We provide a first mapping of the online hate network across six major social media plat...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8206165/ https://www.ncbi.nlm.nih.gov/pubmed/34131158 http://dx.doi.org/10.1038/s41598-021-89467-y |
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author | Velásquez, N. Leahy, R. Restrepo, N. Johnson Lupu, Y. Sear, R. Gabriel, N. Jha, O. K. Goldberg, B. Johnson, N. F. |
author_facet | Velásquez, N. Leahy, R. Restrepo, N. Johnson Lupu, Y. Sear, R. Gabriel, N. Jha, O. K. Goldberg, B. Johnson, N. F. |
author_sort | Velásquez, N. |
collection | PubMed |
description | We show that malicious COVID-19 content, including racism, disinformation, and misinformation, exploits the multiverse of online hate to spread quickly beyond the control of any individual social media platform. We provide a first mapping of the online hate network across six major social media platforms. We demonstrate how malicious content can travel across this network in ways that subvert platform moderation efforts. Machine learning topic analysis shows quantitatively how online hate communities are sharpening COVID-19 as a weapon, with topics evolving rapidly and content becoming increasingly coherent. Based on mathematical modeling, we provide predictions of how changes to content moderation policies can slow the spread of malicious content. |
format | Online Article Text |
id | pubmed-8206165 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-82061652021-06-16 Online hate network spreads malicious COVID-19 content outside the control of individual social media platforms Velásquez, N. Leahy, R. Restrepo, N. Johnson Lupu, Y. Sear, R. Gabriel, N. Jha, O. K. Goldberg, B. Johnson, N. F. Sci Rep Article We show that malicious COVID-19 content, including racism, disinformation, and misinformation, exploits the multiverse of online hate to spread quickly beyond the control of any individual social media platform. We provide a first mapping of the online hate network across six major social media platforms. We demonstrate how malicious content can travel across this network in ways that subvert platform moderation efforts. Machine learning topic analysis shows quantitatively how online hate communities are sharpening COVID-19 as a weapon, with topics evolving rapidly and content becoming increasingly coherent. Based on mathematical modeling, we provide predictions of how changes to content moderation policies can slow the spread of malicious content. Nature Publishing Group UK 2021-06-15 /pmc/articles/PMC8206165/ /pubmed/34131158 http://dx.doi.org/10.1038/s41598-021-89467-y Text en © The Author(s) 2021 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 Velásquez, N. Leahy, R. Restrepo, N. Johnson Lupu, Y. Sear, R. Gabriel, N. Jha, O. K. Goldberg, B. Johnson, N. F. Online hate network spreads malicious COVID-19 content outside the control of individual social media platforms |
title | Online hate network spreads malicious COVID-19 content outside the control of individual social media platforms |
title_full | Online hate network spreads malicious COVID-19 content outside the control of individual social media platforms |
title_fullStr | Online hate network spreads malicious COVID-19 content outside the control of individual social media platforms |
title_full_unstemmed | Online hate network spreads malicious COVID-19 content outside the control of individual social media platforms |
title_short | Online hate network spreads malicious COVID-19 content outside the control of individual social media platforms |
title_sort | online hate network spreads malicious covid-19 content outside the control of individual social media platforms |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8206165/ https://www.ncbi.nlm.nih.gov/pubmed/34131158 http://dx.doi.org/10.1038/s41598-021-89467-y |
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