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Coordinating Narratives Framework for cross-platform analysis in the 2021 US Capitol riots

Coordinated disinformation campaigns are used to influence social media users, potentially leading to offline violence. In this study, we introduce a general methodology to uncover coordinated messaging through an analysis of user posts on Parler. The proposed Coordinating Narratives Framework const...

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Detalles Bibliográficos
Autores principales: Ng, Lynnette Hui Xian, Cruickshank, Iain J., Carley, Kathleen M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9676754/
https://www.ncbi.nlm.nih.gov/pubmed/36440374
http://dx.doi.org/10.1007/s10588-022-09371-2
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author Ng, Lynnette Hui Xian
Cruickshank, Iain J.
Carley, Kathleen M.
author_facet Ng, Lynnette Hui Xian
Cruickshank, Iain J.
Carley, Kathleen M.
author_sort Ng, Lynnette Hui Xian
collection PubMed
description Coordinated disinformation campaigns are used to influence social media users, potentially leading to offline violence. In this study, we introduce a general methodology to uncover coordinated messaging through an analysis of user posts on Parler. The proposed Coordinating Narratives Framework constructs a user-to-user coordination graph, which is induced by a user-to-text graph and a text-to-text similarity graph. The text-to-text graph is constructed based on the textual similarity of Parler and Twitter posts. We study three influential groups of users in the 6 January 2020 Capitol riots and detect networks of coordinated user clusters that post similar textual content in support of disinformation narratives related to the U.S. 2020 elections. We further extend our methodology to Twitter tweets to identify authors that share the same disinformation messaging as the aforementioned Parler user groups.
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spelling pubmed-96767542022-11-21 Coordinating Narratives Framework for cross-platform analysis in the 2021 US Capitol riots Ng, Lynnette Hui Xian Cruickshank, Iain J. Carley, Kathleen M. Comput Math Organ Theory OriginalPaper Coordinated disinformation campaigns are used to influence social media users, potentially leading to offline violence. In this study, we introduce a general methodology to uncover coordinated messaging through an analysis of user posts on Parler. The proposed Coordinating Narratives Framework constructs a user-to-user coordination graph, which is induced by a user-to-text graph and a text-to-text similarity graph. The text-to-text graph is constructed based on the textual similarity of Parler and Twitter posts. We study three influential groups of users in the 6 January 2020 Capitol riots and detect networks of coordinated user clusters that post similar textual content in support of disinformation narratives related to the U.S. 2020 elections. We further extend our methodology to Twitter tweets to identify authors that share the same disinformation messaging as the aforementioned Parler user groups. Springer US 2022-11-21 /pmc/articles/PMC9676754/ /pubmed/36440374 http://dx.doi.org/10.1007/s10588-022-09371-2 Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2022, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. 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 OriginalPaper
Ng, Lynnette Hui Xian
Cruickshank, Iain J.
Carley, Kathleen M.
Coordinating Narratives Framework for cross-platform analysis in the 2021 US Capitol riots
title Coordinating Narratives Framework for cross-platform analysis in the 2021 US Capitol riots
title_full Coordinating Narratives Framework for cross-platform analysis in the 2021 US Capitol riots
title_fullStr Coordinating Narratives Framework for cross-platform analysis in the 2021 US Capitol riots
title_full_unstemmed Coordinating Narratives Framework for cross-platform analysis in the 2021 US Capitol riots
title_short Coordinating Narratives Framework for cross-platform analysis in the 2021 US Capitol riots
title_sort coordinating narratives framework for cross-platform analysis in the 2021 us capitol riots
topic OriginalPaper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9676754/
https://www.ncbi.nlm.nih.gov/pubmed/36440374
http://dx.doi.org/10.1007/s10588-022-09371-2
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