The COVID-19 social media infodemic

被引:1119
作者
Cinelli, Matteo [1 ,2 ]
Quattrociocchi, Walter [1 ,2 ,3 ]
Galeazzi, Alessandro [4 ]
Valensise, Carlo Michele [5 ]
Brugnoli, Emanuele [1 ]
Schmidt, Ana Lucia [2 ]
Zola, Paola [6 ]
Zollo, Fabiana [1 ,2 ,7 ]
Scala, Antonio [1 ,3 ]
机构
[1] CNR, ISC, Rome, Italy
[2] Univ Ca Foscari Venezia, Venice, Italy
[3] Big Data Hlth Soc, Rome, Italy
[4] Univ Brescia, Brescia, Italy
[5] Politecn Milan, Milan, Italy
[6] CNR, IIT, Pisa, Italy
[7] Ctr Humanities & Social Change, Venice, Italy
关键词
NEWS; TWITTER; SPREAD;
D O I
10.1038/s41598-020-73510-5
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
We address the diffusion of information about the COVID-19 with a massive data analysis on Twitter, Instagram, YouTube, Reddit and Gab. We analyze engagement and interest in the COVID-19 topic and provide a differential assessment on the evolution of the discourse on a global scale for each platform and their users. We fit information spreading with epidemic models characterizing the basic reproduction number R0 for each social media platform. Moreover, we identify information spreading from questionable sources, finding different volumes of misinformation in each platform. However, information from both reliable and questionable sources do not present different spreading patterns. Finally, we provide platform-dependent numerical estimates of rumors' amplification.
引用
收藏
页数:10
相关论文
共 51 条
[11]   Phase transitions in information spreading on structured populations [J].
Davis, Jessica T. ;
Perra, Nicola ;
Zhang, Qian ;
Moreno, Yamir ;
Vespignani, Alessandro .
NATURE PHYSICS, 2020, 16 (05) :590-+
[12]   Polarization and Fake News: Early Warning of Potential Misinformation Targets [J].
Del Vicario, Michela ;
Quattrociocchi, Walter ;
Scala, Antonio ;
Zollo, Fabiana .
ACM TRANSACTIONS ON THE WEB, 2019, 13 (02)
[13]   Echo Chambers: Emotional Contagion and Group Polarization on Facebook [J].
Del Vicario, Michela ;
Vivaldo, Gianna ;
Bessi, Alessandro ;
Zollo, Fabiana ;
Scala, Antonio ;
Caldarelli, Guido ;
Quattrociocchi, Walter .
SCIENTIFIC REPORTS, 2016, 6
[14]   Modeling confirmation bias and polarization [J].
Del Vicario, Michela ;
Scala, Antonio ;
Caldarelli, Guido ;
Stanley, H. Eugene ;
Quattrociocchi, Walter .
SCIENTIFIC REPORTS, 2017, 7
[15]   The spreading of misinformation online [J].
Del Vicario, Michela ;
Bessi, Alessandro ;
Zollo, Fabiana ;
Petroni, Fabio ;
Scala, Antonio ;
Caldarelli, Guido ;
Stanley, H. Eugene ;
Quattrociocchi, Walter .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2016, 113 (03) :554-559
[16]  
Efron B., 1994, An introduction to the bootstrap
[17]  
Ferrara E, 2020, CHARACTERIZING SOCIA, DOI [DOI 10.5210/FM.V25I11.11431, 10.5210/fm.v25i11.11431]
[18]   An IDEA for Short Term Outbreak Projection: Nearcasting Using the Basic Reproduction Number [J].
Fisman, David N. ;
Hauck, Tanya S. ;
Tuite, Ashleigh R. ;
Greer, Amy L. .
PLOS ONE, 2013, 8 (12)
[19]   Fake news on Twitter during the 2016 US presidential election [J].
Grinberg, Nir ;
Joseph, Kenneth ;
Friedland, Lisa ;
Swire-Thompson, Briony ;
Lazer, David .
SCIENCE, 2019, 363 (6425) :374-+
[20]  
John T., 2020, ITALY PROHIBITS TRAV