| Literature DB >> 25706981 |
Alessandro Bessi1, Mauro Coletto2, George Alexandru Davidescu2, Antonio Scala3, Guido Caldarelli3, Walter Quattrociocchi4.
Abstract
The large availability of user provided contents on online social media facilitates people aggregation around shared beliefs, interests, worldviews and narratives. In spite of the enthusiastic rhetoric about the so called collective intelligence unsubstantiated rumors and conspiracy theories-e.g., chemtrails, reptilians or the Illuminati-are pervasive in online social networks (OSN). In this work we study, on a sample of 1.2 million of individuals, how information related to very distinct narratives-i.e. main stream scientific and conspiracy news-are consumed and shape communities on Facebook. Our results show that polarized communities emerge around distinct types of contents and usual consumers of conspiracy news result to be more focused and self-contained on their specific contents. To test potential biases induced by the continued exposure to unsubstantiated rumors on users' content selection, we conclude our analysis measuring how users respond to 4,709 troll information-i.e. parodistic and sarcastic imitation of conspiracy theories. We find that 77.92% of likes and 80.86% of comments are from users usually interacting with conspiracy stories.Entities:
Mesh:
Year: 2015 PMID: 25706981 PMCID: PMC4338055 DOI: 10.1371/journal.pone.0118093
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Users Activity.
Empirical complementary cumulative distribution function (CCDF) of users’ activity (like, comment and share) for post grouped by page category. The distributions are indicating heavy–tailed consumption patterns for the various pages.
Fig 2Post lifetime.
Empirical complementary cumulative distribution function (CCDF), grouped by page category, of the temporal distance between the first and last comment to each post. The life time of posts in both categories is similar.
Users Actions.
Correlation (Pearson coefficient) between couple of actions to each post in scientific and conspiracy news. Posts from conspiracy pages are more likely to be liked and shared by users, indicating a major commitment in the diffusion.
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| Science | 0.523 | 0.218 | 0.522 |
| Conspiracy | 0.639 |
| 0.658 |
Fig 3Page Network.
The membership of 73 pages as a) identified by means of their self-description, b) by applying the multi-level modularity optimization algorithm, and c) by looking at the maximum modularity score. Community detection algorithms based on modularity are good discriminants for community partitioning.
Activity of polarized users.
Number of classified users for each category and their commenting activity on the category in which they are classified and on the opposite category. Users polarized on conspiracy pages tend to interact especially in their community both in terms of comments and likes. Users polarized in science are more active elsewhere.
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| Science News | 255,225 | 76,79 | 126,454 | 13,603 | 140,057 |
| Conspiracy News | 790,899 | 91,53 | 642,229 | 5,954 | 648,183 |
Fig 4Consumption patterns of polarized users.
Empirical complementary cumulative distribution function (CCDF) for likes and comments of polarized users.
Fig 5Activity and communities.
Posts on which at least a member of each the two communities has commented. The number of posts is 7,751 (1,991 from scientific news and 5,760 from conspiracy news). Here we show the commenting activity in terms of polarized users on the two categories.
Fig 6Polarized users on false information.
Percentage of comments and likes on intentional false memes posted by a satirical page from polarized users of the two categories.
Breakdown of Facebook dataset.
The number of pages, posts, likes, comments, likers, and commenters for conspiracy and science news.
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| Pages | 73 | 34 | 39 |
| Posts | 271,296 | 62,705 | 208,591 |
| Likes | 9,164,781 | 2,505,399 | 6,659,382 |
| Comments | 1,017,509 | 180,918 | 836,591 |
| Likers | 1,196,404 | 332,357 | 864,047 |
| Commenters | 279,972 | 53,438 | 226,534 |
Fig 7Polarized users and activity.
Number of polarized users as a function of the thresholding value θ on the two categories.
Scientific news sources.
List of Facebook pages diffusing main stream scientific news and their url.
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| 1 | Scientificast.it |
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| 2 | CICAP |
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| 3 | OggiScienza |
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| 4 | Query |
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| 5 | Gravit Zero |
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| 6 | COELUM Astronomia |
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| 7 | MedBunker |
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| 8 | In Difesa della Sperimentazione Animale |
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| 9 | Italia Unita per la Scienza |
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| 10 | Scienza Live |
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| 11 | La scienza come non l’avete mai vista |
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| 12 | LIBERASCIENZA |
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| 13 | Scienze Naturali |
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| 14 | Perch vaccino |
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| 15 | Le Scienze |
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| 16 | Vera scienza |
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| 17 | Scienza in rete |
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| 18 | Galileo, giornale di scienza e problemi globali |
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| 19 | Scie Chimiche: Informazione Corretta |
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| 20 | Complottismo? No grazie |
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| 21 | INFN—Istituto Nazionale di Fisica Nucleare |
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| 22 | Signoraggio: informazione corretta |
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| 23 | JFK informazione corretta |
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| 24 | Scetticamente |
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| 25 | Vivisezione e Sperimentazione Animale, verit e menzogne |
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| 26 | Medici Senza Frontiere |
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| 27 | Task Force Pandora |
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| 28 | VaccinarSI |
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| 29 | Lega Nerd |
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| 30 | Super Quark |
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| 31 | Curiosit Scientifiche |
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| 32 | Minerva—Associazione di Divulgazione Scientifica |
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| 33 | Pro-Test Italia |
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| 34 | Uniti per la Ricerca |
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Conspiracy news sources.
List of Facebook pages diffusing conspiracy news and their url.
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| 1 | Scienza di Confine |
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| 2 | CSSC—Cieli Senza Scie Chimiche |
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| 3 | STOP ALLE SCIE CHIMICHE |
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| 4 | Vaccini Basta |
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| 5 | Tanker Enemy |
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| 6 | SCIE CHIMICHE |
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| 7 | MES Dittatore Europeo |
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| 8 | Lo sai |
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| 9 | AmbienteBio |
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| 10 | Eco(R)esistenza |
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| 11 | curarsialnaturale |
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| 12 | La Resistenza |
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| 13 | Radical Bio |
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| 14 | Fuori da Matrix |
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| 15 | Graviola Italia |
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| 16 | Signoraggio.it |
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| 17 | Informare Per Resistere |
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| 18 | Sul Nuovo Ordine Mondiale |
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| 19 | Avvistamenti e Contatti |
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| 20 | Umani in Divenire |
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| 21 | Nikola Tesla—il SEGRETO |
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| 22 | Teletrasporto |
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| 23 | PNL e Ipnosi |
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| 24 | HAARP—controllo climatico |
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| 25 | Sezione Aurea, Studio di Energia Vibrazionale |
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| 26 | PER UNA NUOVA MEDICINA |
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| 27 | PSICOALIMENTARSI E CURARSI NATURALMENTE |
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| 28 | La nostra ignoranza la LORO forza. |
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| 29 | HIV non causa AIDS |
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| 30 | Sapere un Dovere |
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| 31 | V per Verit |
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| 32 | Genitori veg |
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| 33 | Operatori di luce |
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| 34 | Coscienza Nuova |
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| 35 | Aprite Gli Occhi |
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| 36 | Neovitruvian |
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| 37 | CoscienzaSveglia |
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| 38 | Medicinenon |
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| 39 | TERRA REAL TIME |
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