Emotional Dynamics in the Age of Misinformation

Type: Article

Publication Date: 2015-09-30

Citations: 230

DOI: https://doi.org/10.1371/journal.pone.0138740

Abstract

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.

Locations

  • PLoS ONE - View - PDF
  • PubMed Central - View
  • arXiv (Cornell University) - View - PDF
  • Europe PMC (PubMed Central) - View - PDF
  • DOAJ (DOAJ: Directory of Open Access Journals) - View
  • IMT Institutional Repository (IMT School for Advanced Studies Lucca) - View - PDF
  • ARCA (Università Ca' Foscari Venezia) - View - PDF
  • PubMed - View
  • DiRROS repository (University of Maribor) - View - PDF
  • DataCite API - View

Similar Works

Action Title Year Authors
+ Misinformation spreading on Facebook 2017 Fabiana Zollo
Walter Quattrociocchi
+ PDF Chat Science vs Conspiracy: Collective Narratives in the Age of Misinformation 2015 Alessandro Bessi
Mauro Coletto
George Alexandru Davidescu
Antonio Scala
Guido Caldarelli
Walter Quattrociocchi
+ Echo chambers in the age of misinformation 2015 Michela Del Vicario
Alessandro Bessi
Fabiana Zollo
Fabio Petroni
Antonio Scala
Guido Caldarelli
H. Eugene Stanley
Walter Quattrociocchi
+ PDF Chat Emotional Framing in the Spreading of False and True Claims 2023 A. Hosseini
Steffen Staab
+ Information Consumption and Social Response in a Segregated Environment: the Case of Gab 2020 Gabriele Etta
Alessandro Galeazzi
Matteo Cinelli
Mauro Conti
Walter Quattrociocchi
+ Social determinants of content selection in the age of (mis)information 2014 Alessandro Bessi
Guido Caldarelli
Michela Del Vicario
Antonio Scala
Walter Quattrociocchi
+ Social determinants of content selection in the age of (mis)information 2014 Alessandro Bessi
Guido Caldarelli
Michela Del Vicario
Antonio Scala
Walter Quattrociocchi
+ PDF Chat Moral Emotions Shape the Virality of COVID-19 Misinformation on Social Media 2022 Kirill Solovev
Nicolas Pröllochs
+ Moral Emotions Shape the Virality of COVID-19 Misinformation on Social Media 2022 К.А. Соловьев
Nicolas Pröllochs
+ The Anatomy of Brexit Debate on Facebook 2016 Michela Del Vicario
Fabiana Zollo
Guido Caldarelli
Antonio Scala
Walter Quattrociocchi
+ The Anatomy of Brexit Debate on Facebook. 2016 Michela Del Vicario
Fabiana Zollo
Guido Caldarelli
Antonio Scala
Walter Quattrociocchi
+ Viral Misinformation: The Role of Homophily and Polarization 2014 Aris Anagnostopoulos
Alessandro Bessi
Guido Caldarelli
Michela Del Vicario
Fabio Petroni
Antonio Scala
Fabiana Zollo
Walter Quattrociocchi
+ Viral Misinformation: The Role of Homophily and Polarization 2014 Aris Anagnostopoulos
Alessandro Bessi
Guido Caldarelli
Michela Del Vicario
Fabio Petroni
Antonio Scala
Fabiana Zollo
Walter Quattrociocchi
+ Sub-Standards and Mal-Practices: Misinformation's Role in Insular, Polarized, and Toxic Interactions 2023 Hans W. A. Hanley
Zakir Durumeric
+ PDF Chat Community Fact-Checks Trigger Moral Outrage in Replies to Misleading Posts on Social Media 2024 Yuwei Chuai
Anastasia Sergeeva
Gabriele Lenzini
Nicolas Pröllochs
+ The Role of the Crowd in Countering Misinformation: A Case Study of the COVID-19 Infodemic 2020 Nicholas Micallef
Bing He
Srijan Kumar
Mustaque Ahamad
Nasir Memon
+ Misrepresenting Scientific Consensus on COVID-19: The Amplification of Dissenting Scientists on Twitter 2021 Alexandros Efstratiou
Tristan Caulfield
+ Misrepresenting Scientific Consensus on COVID-19: The Amplification of Dissenting Scientists on Twitter 2021 Alexandros Efstratiou
Tristan Caulfield
+ Individual misinformation tagging reinforces echo chambers; Collective tagging does not 2023 Junsol Kim
Zhao Wang
Haohan Shi
Hsin-Keng Ling
James P. Evans
+ PDF Chat The Role of the Crowd in Countering Misinformation: A Case Study of the COVID-19 Infodemic 2020 Nicholas Micallef
Bing He
Srijan Kumar
Mustaque Ahamad
Nasir Memon

Works That Cite This (63)

Action Title Year Authors
+ PDF Chat The Effects of Twitter Sentiment on Stock Price Returns 2015 Gabriele Ranco
Darko Aleksovski
Guido Caldarelli
Miha Grćar
Igor Mozetič
+ Online Hate: Behavioural Dynamics and Relationship with Misinformation 2021 Matteo Cinelli
Andraž Pelicon
Igor Mozetič
Walter Quattrociocchi
Petra Kralj Novak
Fabiana Zollo
+ It's Always April Fools' Day! On the Difficulty of Social Network Misinformation Classification via Propagation Features 2017 Mauro Conti
Daniele Lain
Riccardo Lazzeretti
Giulio Lovisotto
Walter Quattrociocchi
+ PDF Chat Evidence of disorientation towards immunization on online social media after contrasting political communication on vaccines. Results from an analysis of Twitter data in Italy 2021 Samantha Ajovalasit
Veronica Dorgali
Angelo Mazza
Alberto d’Onofrio
Piero Manfredi
+ PDF Chat An Audit of Misinformation Filter Bubbles on YouTube: Bubble Bursting and Recent Behavior Changes 2021 Matúš Tomlein
Branislav Pecher
Jakub Šimko
Ivan Srba
Róbert Móro
Elena Štefancová
Michal Kompan
Andrea Hrčková
Juraj Podroužek
Mária Bieliková
+ Evidence of disorientation towards immunization on online social media after contrasting political communication on vaccines. Results from an analysis of Twitter data in Italy. 2019 Samantha Ajovalasit
Veronica Dorgali
Angelo Mazza
Alberto d’Onofrio
Piero Manfredi
+ PDF Chat Marburg Virus Outbreak and a New Conspiracy Theory: Findings from a Comprehensive Analysis and Forecasting of Web Behavior 2023 Nirmalya Thakur
Shuqi Cui
Kesha A. Patel
Nazif Azizi
Victoria Knieling
Changhee Han
Audrey Poon
Rishika Shah
+ The Anatomy of Brexit Debate on Facebook. 2016 Michela Del Vicario
Fabiana Zollo
Guido Caldarelli
Antonio Scala
Walter Quattrociocchi
+ PDF Chat Personality traits and echo chambers on facebook 2016 Alessandro Bessi
+ PDF Chat Network model of conviction-driven social segregation 2019 Gianluca Teza
Samir Suweis
Marco Gherardi
Amos Maritan
Marco Cosentino Lagomarsino