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Users’ polarisation in dynamic discussion networks: The case of refugee crisis in Sweden

This paper presents a study on the dynamics of sentiment polarisation in the active online discussion communities formed around a controversial topic—immigration. Using a collection of tweets in the Swedish language from 2012 to 2019, we track the development of the communities and their sentiment p...

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Detalles Bibliográficos
Autores principales: Kopacheva, Elizaveta, Yantseva, Victoria
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8827437/
https://www.ncbi.nlm.nih.gov/pubmed/35139109
http://dx.doi.org/10.1371/journal.pone.0262992
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author Kopacheva, Elizaveta
Yantseva, Victoria
author_facet Kopacheva, Elizaveta
Yantseva, Victoria
author_sort Kopacheva, Elizaveta
collection PubMed
description This paper presents a study on the dynamics of sentiment polarisation in the active online discussion communities formed around a controversial topic—immigration. Using a collection of tweets in the Swedish language from 2012 to 2019, we track the development of the communities and their sentiment polarisation trajectories over time and in the context of an exogenous shock represented by the European refugee crisis in 2015. To achieve the goal of the study, we apply methods of network and sentiment analysis to map users’ interactions in the network communities and quantify users’ sentiment polarities. The results of the analysis give little evidence for users’ polarisation in the network and its communities, as well as suggest that the crisis had a limited effect on the polarisation dynamics on this social media platform. Yet, we notice a shift towards more negative tonality of users’ sentiments after the crisis and discuss possible explanations for the above-mentioned observations.
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spelling pubmed-88274372022-02-10 Users’ polarisation in dynamic discussion networks: The case of refugee crisis in Sweden Kopacheva, Elizaveta Yantseva, Victoria PLoS One Research Article This paper presents a study on the dynamics of sentiment polarisation in the active online discussion communities formed around a controversial topic—immigration. Using a collection of tweets in the Swedish language from 2012 to 2019, we track the development of the communities and their sentiment polarisation trajectories over time and in the context of an exogenous shock represented by the European refugee crisis in 2015. To achieve the goal of the study, we apply methods of network and sentiment analysis to map users’ interactions in the network communities and quantify users’ sentiment polarities. The results of the analysis give little evidence for users’ polarisation in the network and its communities, as well as suggest that the crisis had a limited effect on the polarisation dynamics on this social media platform. Yet, we notice a shift towards more negative tonality of users’ sentiments after the crisis and discuss possible explanations for the above-mentioned observations. Public Library of Science 2022-02-09 /pmc/articles/PMC8827437/ /pubmed/35139109 http://dx.doi.org/10.1371/journal.pone.0262992 Text en © 2022 Kopacheva, Yantseva 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 author and source are credited.
spellingShingle Research Article
Kopacheva, Elizaveta
Yantseva, Victoria
Users’ polarisation in dynamic discussion networks: The case of refugee crisis in Sweden
title Users’ polarisation in dynamic discussion networks: The case of refugee crisis in Sweden
title_full Users’ polarisation in dynamic discussion networks: The case of refugee crisis in Sweden
title_fullStr Users’ polarisation in dynamic discussion networks: The case of refugee crisis in Sweden
title_full_unstemmed Users’ polarisation in dynamic discussion networks: The case of refugee crisis in Sweden
title_short Users’ polarisation in dynamic discussion networks: The case of refugee crisis in Sweden
title_sort users’ polarisation in dynamic discussion networks: the case of refugee crisis in sweden
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8827437/
https://www.ncbi.nlm.nih.gov/pubmed/35139109
http://dx.doi.org/10.1371/journal.pone.0262992
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