Abstract
The World Economic Forum listed massive digital misinformation as one of the main threats for our society. The spreading of unsubstantiated rumors may have serious consequences on public opinion such as in the case of rumors about Ebola causing disruption to health-care workers. In this work we target Facebook to characterize information consumption patterns of 1.2 M Italian users with respect to verified (science news) and unverified (conspiracy news) contents. Through a thorough quantitative analysis we provide important insights about the anatomy of the system across which misinformation might spread. In particular, we show that users’ engagement on verified (or unverified) content correlates with the number of friends having similar consumption patterns (homophily). Finally, we measure how this social system responded to the injection of 4,709 false information. We find that the frequent (and selective) exposure to specific kind of content (polarization) is a good proxy for the detection of homophile clusters where certain kind of rumors are more likely to spread.
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G. Lotan, E. Graeff, M. Ananny, D. Gaffney, I. Pearce, D. Boyd, Int. J. Commun. 5, 1375 (2011)
K. Lewis, M. Gonzalez, J. Kaufman, Proceedings of the National Academy of Sciences 109, 68 (2012)
J. Leskovec, D. Huttenlocher, J. Kleinberg, Signed networks in social media, Proc. of the SIGCHI Conf. on Human Factors in Computing Systems, CHI ’10 pp. 1361–1370 (ACM, New York, 2010)
J. Kleinberg, Phil. Trans. R. Soc. A: Mathematical, Physical and Engineering Sciences, 371, 20120378 (2013)
R. Kahn, D. Kellner, New Media and Society 6, 87 (2004)
P.N. Howard, The Arab Spring’s Cascading Effects (Miller-McCune, 2011)
S. Gonzalez-Bailon, J. Borge-Holthoefer, A. Rivero, Y. Moreno, The dynamics of protest recruitment through an online network, Sci. Rep. 1, 197 (2011)
R. Bond, J. Fariss, J. Jones, A. Kramer, C. Marlow, J. Settle, J. Fowler, Nature 489, 295 (2012)
S. Buckingham Shum, K. Aberer, A. Schmidt, S. Bishop, P. Lukowicz, S. Anderson, Y. Charalabidis, J. Domingue, S. Freitas, I. Dunwell, B. Edmonds, F. Grey, M. Haklay, M. Jelasity, A. Karpištšenko, J. Kohlhammer, J. Lewis, J. Pitt, R. Sumner, D. Helbing, Eur. Phys. J. Special Topics 214, 109 (2012)
D. Centola, Science 329, 1194 (2010)
M. Paolucci, T. Eymann, W. Jager, J. Sabater-Mir, R. Conte, S. Marmo, S. Picascia, W. Quattrociocchi, T. Balke, S. Koenig, T. Broekhuizen, D. Trampe, M. Tuk, I. Brito, I. Pinyol, D. Villatoro, Social Knowledge for e-Governance: Theory and Technology of Reputation. Roma: ISTC-CNR, 2009
W. Quattrociocchi, R. Conte, E. Lodi, Advances in Complex Systems 14, 567 (2011)
W. Quattrociocchi, M. Paolucci, R. Conte, Int. J. Knowledge and Learning 5, 457 (2009)
V. Bekkers, H. Beunders, A. Edwards, R. Moody, The Information Society 27, 209 (2011)
W. Quattrociocchi, G. Caldarelli, A. Scala, Opinion dynamics on interacting networks: media competition and social influence, Sci. Rep. 4, 4938 (2014)
L. Howell, Digital wildfires in a hyperconnected world, WEF Report 2013, World Economic Forum, 2013
Study explains why your stupid facebook friends are so gullible. http://www.slate.com/blogs/the_world_/2014/03/18/facebook_and_misinformation_study_explains_why_your_stupid_facebook_friends.html, March 2014
Facebook, Trolls, and Italian Politics. http://www.globalpolis.org/facebook-trolls-italian-politics/, March 2014
G. Ambrosetti, I forconi: “il senato ha approvato una legge per i parlamentari in crisi”. chi non verrà rieletto, oltre alla buonuscita, si beccherà altri soldi. sarà vero? http://bit.ly/1JsXXbv, 8 2013. last checked: 19.01.2014
Ebola Lessons: How Social Media Gets Infected. http://www.informationweek.com/software/social/-ebola-lessons-how-social-media-gets-infected/a/d-id/1307061, March 2014
The Ebola Conspiracy Theories. http://www.nytimes.com/2014/10/19/sunday-review/the-ebola-conspiracy-theories.html, March 2014
The inevitable rise of Ebola conspiracy theories. http://www.washingtonpost.com/blogs/wonkblog/wp/2014/10/13/the-inevitable-rise-of-ebola-conspiracy-theories/, March 2014
M.L. Meade, H.L. Roediger, Memory and Cognition 30, 995 (2002)
C. Mann, F. Stewart, Internet Communication and Qualitative Research: A Handbook for Researching Online (New Technologies for Social Research series). (Sage Publications Ltd, September, 2000)
R.K. Garrett, B.E. Weeks, The promise and peril of real-time corrections to political misperceptions, Proc. 2013 Conf. on Computer supported cooperative work, Proceedings of CSCW ’13(ACM, 2013), pp. 1047–1058
A. Bessi, G. Caldarelli, M. Del Vicario, A. Scala, W. Quattrociocchi, Social determinants of content selection in the age of (mis)information, in Social Informatics, Vol. 8851 of Lecture Notes in Computer Science (Springer International Publishing, 2014), pp. 259–268
D. Mocanu, L. Rossi, Q. Zhang, M. Karsai, W. Quattrociocchi, Collective attention in the age of (mis)information, in Computers in Human Behavior (2015)
A. Bessi, M. Coletto, G.A. Davidescu, A. Scala, G. Caldarelli, W. Quattrociocchi, Science vs conspiracy: Collective narratives in the age of misinformation, PLoS ONE 10, 02 (2015)
M.D. Vicario, A. Bessi, F. Zollo, F. Petroni, A. Scala, G. Caldarelli, H.E. Stanley, W. Quattrociocchi, Proceedings of the National Academy of Sciences 113, 554 (2016)
J. Ugander, B. Lars, M. Cameron, J. Kleinberg, Proceedings of the National Academy of Sciences (2012)
D. Centola, M. Macy, Amer. J. Socio. 113, 702 (2007)
S. Aral, D. Walker, Science 337, 337 (2012)
M. McPherson, L. Smith-Lovin, J.M. Cook, Annu. Rev. Sociol. 27, 415 (2001)
L.M. Aiello, A. Barrat, R. Schifanella, C. Cattuto, B. Markines, F. Menczer, ACM Transactions on the Web (TWEB) 6, 9 (2012)
S. Aral, L. Muchnik, A. Sundararajan, Proceedings of the National Academy of Sciences 106, 21544 (2009)
E. Bakshy, I. Rosenn, C. Marlow, L. Adamic, The role of social networks in information diffusion, WWW’12 (2012)
D. Centola, J. Conflict Resolution 51, 905 (2007)
E. Adar, Li Zhang, L.A. Adamic, R.M. Lukose, Implicit structure and the dynamics of blogspace, Workshop on the weblogging ecosystem, Vol. 13, pp. 16989–16995 (2004)
D. Gruhl, R. Guha, D. Liben-Nowell, A. Tomkins, Information diffusion through blogspace, in Proc. 13th Int. Conf. on World Wide Web, pp. 491–501 (ACM, 2004)
J. Leskovec, M. McGlohon, C. Faloutsos, N.S. Glance, M. Hurst, Patterns of cascading behavior in large blog graphs, in SDM, Vol. 7, pp. 551–556. (SIAM, 2007)
B. Golub, M.O. Jackson, Proceedings of the National Academy of Sciences 107, 10833 (2010)
D. Liben-Nowell, J. Kleinberg, Proceedings of the National Academy of Sciences 105, 4633 (2008)
E. Bakshy, J.M. Hofman, W.A. Mason, D.J. Watts, Everyone’s an influencer: quantifying influence on twitter, in Proc. of the fourth ACM Int. Conf. on Web search and data mining (ACM, 2011), pp. 65–74
K. Lerman, R. Ghosh, Information contagion: An empirical study of the spread of news on digg and twitter social networks. ICWSM, Vol. 10, pp. 90–97 (2010)
C. Castillo, M. Mendoza, B. Poblete, Information credibility on twitter, in Proceedings of the 20th international conference on World wide web (ACM, 2011), pp. 675–684
J. Cheng, L. Adamic, P.A. Dow, J.M. Kleinberg, J. Leskovec, Can cascades be predicted? in Proceedings of the 23rd international conference on World Wide Web, pp. 925–936. International World Wide Web Conferences Steering Committee, 2014
P.A. Dow, L.A. Adamic, A. Friggeri, The anatomy of large facebook cascades, in ICWSM (2013)
A. Friggeri, L.A. Adamic, D. Eckles, J. Cheng, Rumor cascades, in Proceedings of the Eighth International AAAI Conference on Weblogs and Social Media. Association for the Advancement of Artificial Intelligence (2014)
Facebook Page: Semplicemente me, November 2014. https://www.facebook.com/pages/Semplicemente-me/286003974834081?fref=ts
Facebook Page:Simply Humans, November 2014. https://www.facebook.com/HumanlyHuman?fref=ts
J. Brown, A.J. Broderick, N. Lee, J. Interactive Marketing, 21, 2 (2007)
Troll Post 1. Semplicemente me, November 2014. https://www.facebook.com/286003974834081/photos/a.286013618166450.51339.286003974834081/403452636422547
Troll Post 2. Semplicemente me, November 2014. https://www.facebook.com/286003974834081/photos/a.307604209340724.56105.286003974834081/335640103203801
Troll Post 3. Semplicemente me, November 2014. https://www.facebook.com/286003974834081/photos/a.307604209340724.56105.286003974834081/306244606143351
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Bessi, A., Petroni, F., Vicario, M. et al. Homophily and polarization in the age of misinformation. Eur. Phys. J. Spec. Top. 225, 2047–2059 (2016). https://doi.org/10.1140/epjst/e2015-50319-0
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DOI: https://doi.org/10.1140/epjst/e2015-50319-0