Emotional Dynamics in the Age of Misinformation.

According to the World Economic Forum, the diffusion of unsubstantiated rumors on online social media is one of the main threats for our society. The disintermediated paradigm of content production and consumption on online social media might foster the formation of homogeneous communities (echo-cha...

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Main Authors: Fabiana Zollo, Petra Kralj Novak, Michela Del Vicario, Alessandro Bessi, Igor Mozetič, Antonio Scala, Guido Caldarelli, Walter Quattrociocchi
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4589395?pdf=render
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spelling doaj-e14213a1977d4c71b9540de6ec4609dc2020-11-25T01:58:44ZengPublic Library of Science (PLoS)PLoS ONE1932-62032015-01-01109e013874010.1371/journal.pone.0138740Emotional Dynamics in the Age of Misinformation.Fabiana ZolloPetra Kralj NovakMichela Del VicarioAlessandro BessiIgor MozetičAntonio ScalaGuido CaldarelliWalter QuattrociocchiAccording to the World Economic Forum, the diffusion of unsubstantiated rumors on online social media is one of the main threats for our society. The disintermediated paradigm of content production and consumption on online social media might foster the formation of homogeneous communities (echo-chambers) around specific worldviews. Such a scenario has been shown to be a vivid environment for the diffusion of false claim. Not rarely, viral phenomena trigger naive (and funny) social responses-e.g., the recent case of Jade Helm 15 where a simple military exercise turned out to be perceived as the beginning of the civil war in the US. In this work, we address the emotional dynamics of collective debates around distinct kinds of information-i.e., science and conspiracy news-and inside and across their respective polarized communities. We find that for both kinds of content the longer the discussion the more the negativity of the sentiment. We show that comments on conspiracy posts tend to be more negative than on science posts. However, the more the engagement of users, the more they tend to negative commenting (both on science and conspiracy). Finally, zooming in at the interaction among polarized communities, we find a general negative pattern. As the number of comments increases-i.e., the discussion becomes longer-the sentiment of the post is more and more negative.http://europepmc.org/articles/PMC4589395?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Fabiana Zollo
Petra Kralj Novak
Michela Del Vicario
Alessandro Bessi
Igor Mozetič
Antonio Scala
Guido Caldarelli
Walter Quattrociocchi
spellingShingle Fabiana Zollo
Petra Kralj Novak
Michela Del Vicario
Alessandro Bessi
Igor Mozetič
Antonio Scala
Guido Caldarelli
Walter Quattrociocchi
Emotional Dynamics in the Age of Misinformation.
PLoS ONE
author_facet Fabiana Zollo
Petra Kralj Novak
Michela Del Vicario
Alessandro Bessi
Igor Mozetič
Antonio Scala
Guido Caldarelli
Walter Quattrociocchi
author_sort Fabiana Zollo
title Emotional Dynamics in the Age of Misinformation.
title_short Emotional Dynamics in the Age of Misinformation.
title_full Emotional Dynamics in the Age of Misinformation.
title_fullStr Emotional Dynamics in the Age of Misinformation.
title_full_unstemmed Emotional Dynamics in the Age of Misinformation.
title_sort emotional dynamics in the age of misinformation.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2015-01-01
description According to the World Economic Forum, the diffusion of unsubstantiated rumors on online social media is one of the main threats for our society. The disintermediated paradigm of content production and consumption on online social media might foster the formation of homogeneous communities (echo-chambers) around specific worldviews. Such a scenario has been shown to be a vivid environment for the diffusion of false claim. Not rarely, viral phenomena trigger naive (and funny) social responses-e.g., the recent case of Jade Helm 15 where a simple military exercise turned out to be perceived as the beginning of the civil war in the US. In this work, we address the emotional dynamics of collective debates around distinct kinds of information-i.e., science and conspiracy news-and inside and across their respective polarized communities. We find that for both kinds of content the longer the discussion the more the negativity of the sentiment. We show that comments on conspiracy posts tend to be more negative than on science posts. However, the more the engagement of users, the more they tend to negative commenting (both on science and conspiracy). Finally, zooming in at the interaction among polarized communities, we find a general negative pattern. As the number of comments increases-i.e., the discussion becomes longer-the sentiment of the post is more and more negative.
url http://europepmc.org/articles/PMC4589395?pdf=render
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