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- W3174985797 abstract "The worldwide COVID-19 pandemic has struck people's lives over-night. With an alarming contagious rate and no effective treatments or vaccines, it has evoked all sorts of reactions. In this paper, we propose a framework to analyze and characterize groups' behavior with opposed stances and the relation with the political polarization, using the Brazilian COVID polarized scenario as a case study. The pro/against social distance stances are represented by two Twitter groups referred to as Chloroquiners and Quarenteners. The framework encompasses: a) techniques to automatically infer from users their demographics and political orientation, b) topic modeling to discover the major concerns expressed by each group; c) network analysis and community detection to characterize their behavior as a social network group; d) analysis of linguistic characteristics to identify psychological aspects, and e) the characterization of information sources and external influences to evaluate the ”echo chamber effect”. These properties aim to explain the group's behavior using the Identity Protective Cognitive theory, in which culturally grouped individuals give biased credit and dismiss evidence according to the predominant group beliefs. Our main findings confirm that the political polarization of Chloroquiners and Quarenteners influence the arguments of economy and life, and support/opposition to the president. As a group, the network of Chloroquiners is more closed and connected, and highly influenced by information passed through social networks. Quarenteners have a more diverse political engagement and are more influenced by formal media. In terms of psychological aspects, the use of Identity Protection Cognition provides more robust arguments to explain these behaviors." @default.
- W3174985797 created "2021-07-05" @default.
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- W3174985797 date "2020-12-01" @default.
- W3174985797 modified "2023-10-04" @default.
- W3174985797 title "Quarenteners vs. Chloroquiners: A framework to analyze how political polarization affects the behavior of groups" @default.
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- W3174985797 doi "https://doi.org/10.1109/wiiat50758.2020.00031" @default.
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