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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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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. |
format | Online Article Text |
id | pubmed-8827437 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT kopachevaelizaveta userspolarisationindynamicdiscussionnetworksthecaseofrefugeecrisisinsweden AT yantsevavictoria userspolarisationindynamicdiscussionnetworksthecaseofrefugeecrisisinsweden |