The same individuals can express very different emotions in online social media with respect to face-to-face interactions, partially because of intrinsic limitations of the digital environments and partially because of their algorithmic design, which is optimized to maximize engagement. Such differences become even more pronounced for topics concerning socially sensitive and polarizing issues, such as massive pharmaceutical interventions. Here, we investigate how online emotional responses change during the large-scale COVID-19 vaccination campaign with respect to a baseline in which no specific contentious topic dominates. We show that the online discussions during the pandemic generate a vast spectrum of emotional response compared to the baseline, especially when we take into account the characteristics of the users and the type of information shared in the online platform. Furthermore, we analyze the role of the political orientation of shared news, whose circulation seems to be dr...

Large-scale digital signatures of emotional response to the COVID-19 vaccination campaign / Bertani, Anna; Gallotti, Riccardo; Menini, Stefano; Sacco, Pierluigi; De Domenico, Manlio. - In: EPJ DATA SCIENCE. - ISSN 2193-1127. - 13:1(2024). [10.1140/epjds/s13688-024-00452-7]

Large-scale digital signatures of emotional response to the COVID-19 vaccination campaign

Anna Bertani;Stefano Menini;Manlio De Domenico
2024-01-01

Abstract

The same individuals can express very different emotions in online social media with respect to face-to-face interactions, partially because of intrinsic limitations of the digital environments and partially because of their algorithmic design, which is optimized to maximize engagement. Such differences become even more pronounced for topics concerning socially sensitive and polarizing issues, such as massive pharmaceutical interventions. Here, we investigate how online emotional responses change during the large-scale COVID-19 vaccination campaign with respect to a baseline in which no specific contentious topic dominates. We show that the online discussions during the pandemic generate a vast spectrum of emotional response compared to the baseline, especially when we take into account the characteristics of the users and the type of information shared in the online platform. Furthermore, we analyze the role of the political orientation of shared news, whose circulation seems to be dr...
2024
1
Bertani, Anna; Gallotti, Riccardo; Menini, Stefano; Sacco, Pierluigi; De Domenico, Manlio
Large-scale digital signatures of emotional response to the COVID-19 vaccination campaign / Bertani, Anna; Gallotti, Riccardo; Menini, Stefano; Sacco, Pierluigi; De Domenico, Manlio. - In: EPJ DATA SCIENCE. - ISSN 2193-1127. - 13:1(2024). [10.1140/epjds/s13688-024-00452-7]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11572/418430
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