Trend of Narratives in the Age of Misinformation
Autor: | Walter Quattrociocchi, Michela Del Vicario, Antonio Scala, Alessandro Bessi, Fabiana Zollo, Guido Caldarelli |
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Rok vydání: | 2015 |
Předmět: |
FOS: Computer and information sciences
automatic topic detection Computer Science - Human-Computer Interaction Disintermediation lcsh:Medicine Bioinformatics Social Networking 0508 media and communications Medicine Misinformation lcsh:Science media_common Multidisciplinary Narration online social network Communication 05 social sciences Politics Advertising Computer Science - Social and Information Networks Health Settore SECS-S/01 - Statistica Research Article Physics - Physics and Society Deception media_common.quotation_subject misinformation online social networks FOS: Physical sciences 050801 communication & media studies Physics and Society (physics.soc-ph) Environment Semantics 050105 experimental psychology Social Networks Data Science Human-Computer Interaction (cs.HC) Humans 0501 psychology and cognitive sciences Social media Narrative Consumption (economics) Social and Information Networks (cs.SI) Homophile business.industry Information Dissemination lcsh:R Diet lcsh:Q business Social Media |
Zdroj: | PLOS ONE PLoS ONE, Vol 10, Iss 8, p e0134641 (2015) PloS one 10 (2015): e0134641. doi:10.1371/journal.pone.0134641 info:cnr-pdr/source/autori:Alessandro Bessi (1,2); Fabiana Zollo (2); Michela Del Vicario (2); Antonio Scala (2,3); Guido Caldarelli (2,3,4); Walter Quattrociocchi (2)/titolo:Trend of Narratives in the Age of Misinformation/doi:10.1371%2Fjournal.pone.0134641/rivista:PloS one/anno:2015/pagina_da:e0134641/pagina_a:/intervallo_pagine:e0134641/volume:10 PLoS ONE |
ISSN: | 1932-6203 |
DOI: | 10.1371/journal.pone.0134641 |
Popis: | Social media enabled a direct path from producer to consumer of contents changing the way users get informed, debate, and shape their worldviews. Such a {\em disintermediation} weakened consensus on social relevant issues in favor of rumors, mistrust, and fomented conspiracy thinking -- e.g., chem-trails inducing global warming, the link between vaccines and autism, or the New World Order conspiracy. In this work, we study through a thorough quantitative analysis how different conspiracy topics are consumed in the Italian Facebook. By means of a semi-automatic topic extraction strategy, we show that the most discussed contents semantically refer to four specific categories: {\em environment}, {\em diet}, {\em health}, and {\em geopolitics}. We find similar patterns by comparing users activity (likes and comments) on posts belonging to different semantic categories. However, if we focus on the lifetime -- i.e., the distance in time between the first and the last comment for each user -- we notice a remarkable difference within narratives -- e.g., users polarized on geopolitics are more persistent in commenting, whereas the less persistent are those focused on diet related topics. Finally, we model users mobility across various topics finding that the more a user is active, the more he is likely to join all topics. Once inside a conspiracy narrative users tend to embrace the overall corpus. |
Databáze: | OpenAIRE |
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