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Measuring user engagement with low credibility media sources in a controversial online debate

We quantify social media user engagement with low-credibility online news media sources using a simple and intuitive methodology, that we showcase with an empirical case study of the Twitter debate on immigration in Italy. By assigning the Twitter users an Untrustworthiness (U) score based on how fr...

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Autores principales: Vilella, Salvatore, Semeraro, Alfonso, Paolotti, Daniela, Ruffo, Giancarlo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9108351/
https://www.ncbi.nlm.nih.gov/pubmed/35602319
http://dx.doi.org/10.1140/epjds/s13688-022-00342-w
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author Vilella, Salvatore
Semeraro, Alfonso
Paolotti, Daniela
Ruffo, Giancarlo
author_facet Vilella, Salvatore
Semeraro, Alfonso
Paolotti, Daniela
Ruffo, Giancarlo
author_sort Vilella, Salvatore
collection PubMed
description We quantify social media user engagement with low-credibility online news media sources using a simple and intuitive methodology, that we showcase with an empirical case study of the Twitter debate on immigration in Italy. By assigning the Twitter users an Untrustworthiness (U) score based on how frequently they engage with unreliable media outlets and cross-checking it with a qualitative political annotation of the communities, we show that such information consumption is not equally distributed across the Twitter users. Indeed, we identify clusters characterised by a very high presence of accounts that frequently share content from less reliable news sources. The users with high U are more keen to interact with bot-like accounts that tend to inject more unreliable content into the network and to retweet that content. Thus, our methodology applied to this real-world network provides evidence, in an easy and straightforward way, that there is strong interplay between accounts that display higher bot-like activity and users more focused on news from unreliable sources and that this influences the diffusion of this information across the network.
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spelling pubmed-91083512022-05-16 Measuring user engagement with low credibility media sources in a controversial online debate Vilella, Salvatore Semeraro, Alfonso Paolotti, Daniela Ruffo, Giancarlo EPJ Data Sci Regular Article We quantify social media user engagement with low-credibility online news media sources using a simple and intuitive methodology, that we showcase with an empirical case study of the Twitter debate on immigration in Italy. By assigning the Twitter users an Untrustworthiness (U) score based on how frequently they engage with unreliable media outlets and cross-checking it with a qualitative political annotation of the communities, we show that such information consumption is not equally distributed across the Twitter users. Indeed, we identify clusters characterised by a very high presence of accounts that frequently share content from less reliable news sources. The users with high U are more keen to interact with bot-like accounts that tend to inject more unreliable content into the network and to retweet that content. Thus, our methodology applied to this real-world network provides evidence, in an easy and straightforward way, that there is strong interplay between accounts that display higher bot-like activity and users more focused on news from unreliable sources and that this influences the diffusion of this information across the network. Springer Berlin Heidelberg 2022-05-16 2022 /pmc/articles/PMC9108351/ /pubmed/35602319 http://dx.doi.org/10.1140/epjds/s13688-022-00342-w Text en © The Author(s) 2022, corrected publication 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 Regular Article
Vilella, Salvatore
Semeraro, Alfonso
Paolotti, Daniela
Ruffo, Giancarlo
Measuring user engagement with low credibility media sources in a controversial online debate
title Measuring user engagement with low credibility media sources in a controversial online debate
title_full Measuring user engagement with low credibility media sources in a controversial online debate
title_fullStr Measuring user engagement with low credibility media sources in a controversial online debate
title_full_unstemmed Measuring user engagement with low credibility media sources in a controversial online debate
title_short Measuring user engagement with low credibility media sources in a controversial online debate
title_sort measuring user engagement with low credibility media sources in a controversial online debate
topic Regular Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9108351/
https://www.ncbi.nlm.nih.gov/pubmed/35602319
http://dx.doi.org/10.1140/epjds/s13688-022-00342-w
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