Rising tides or rising stars?: Dynamics of shared attention on twitter during media events

PLoS ONE

Volumn 9, Issue 5, 2014, Pages

  Lin, Yu Ru ^a   Keegan, Brian ^b   Margolin, Drew ^c   Lazer, David ^b,d  

^a UNIVERSITY OF PITTSBURGH   (United States)

^b NORTHEASTERN UNIVERSITY   (United States)

^c Department of Molecular Biology and Genetics   (United States)

^d Northeastern University   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; ATTENTION; BEHAVIOR CHANGE; HUMAN; INFORMATION; INTERPERSONAL COMMUNICATION; ONLINE SYSTEM; POLITICAL SYSTEM; SHARED ATTENTION; SOCIAL BELIEF; SOCIAL INTERACTION; SOCIAL MEDIA; SOCIAL NETWORK; SOCIAL PARTICIPATION; TELECOMMUNICATION; HUMAN RELATION; MASS MEDIUM; PERCEPTION; TIME; UNITED STATES;

ATTENTION; COMMUNICATIONS MEDIA; HUMANS; INTERPERSONAL RELATIONS; SOCIAL MEDIA; SOCIAL PERCEPTION; TIME FACTORS; UNITED STATES;

EID: 84901294466     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0094093     Document Type: Article

References (65)

1. Bennett WL, Iyengar S (2008) A new era of minimal effects? the changing foundations of political communication. Journal of Communication 58: 707-731.
2. Rainie L, Wellman B (2012) Networked: The new social operating system. The MIT Press.
3. Farrell H (2012) The consequences of the internet for politics. Annual Review of Political Science 15: 35-52.
4. Sakaki T, Okazaki M, Matsuo Y (2010) Earthquake shakes Twitter users: Real-time event detection by social sensors. In: Proceedings of the 19th International Conference on World Wide Web. New York, NY, USA: ACM, WWW '10, pp. 851-860. doi:10.1145/1772690.1772777
5. Weng J, Lee BS (2011) Event detection in Twitter. In: Proceedings of the AAAI International Conference on Weblogs and Social Media. AAAI, ICWSM'11, pp. 401-408.
6. Hu M, Liu S, Wei F, Wu Y, Stasko J, et al. (2012) Breaking news on Twitter. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. New York, NY, USA: ACM, CHI '12, pp. 2751-2754. doi:10.1145/2207676. 2208672
7. Hughes AL, Palen L (2009) Twitter adoption and use in mass convergence and emergency events. International Journal of Emergency Management 6: 248-260.
8. Vieweg S, Hughes AL, Starbird K, Palen L (2010) Microblogging during two natural hazards events: What Twitter may contribute to situational awareness. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. New York, NY, USA: ACM, CHI '10, pp. 1079-1088. doi: 10.1145/1753326.1753486
9. Starbird K, Palen L, Hughes AL, Vieweg S (2010) Chatter on the red: What hazards threat reveals about the social life of microblogged information. In: Proceedings of the 2010 ACM Conference on Computer Supported CooperativeWork. New York, NY, USA: ACM, CSCW '10, pp. 241-250. doi:10.1145/1718918. 1718965
10. Conover M, Ratkiewicz J, Francisco M, Gonçalves B, Menczer F, et al. (2011) Political polarization on Twitter. In: Proceedings of the AAAI International Conference on Weblogs and Social Media. AAAI, ICWSM'11, pp. 89-96.
11. Tufekci Z, Wilson C (2012) Social media and the decision to participate in political protest: Observations from Tahrir Square. Journal of Communication 62: 363-379.
12. Aday S, Farrell H, Freelon D, Lynch M, Sides J, et al. (2013) Watching from afar: Media consumption patterns around the Arab Spring. American Behavioral Scientist 57: 899919.
13. Habermas J (1985) The theory of communicative action: Volume 2: Lifeword and system: A critique of functionalist reason, volume 2. Beacon Press.
14. Wright S, Street J (2007) Democracy, deliberation and design: the case of online discussion forums. New Media & Society 9: 849-869.
15. Freelon D (2013) Discourse architecture, ideology, and democratic norms in online political discussion. New Media & Society: 1461444813513259.
16. Coleman S, Moss G (2012) Under construction: the field of online deliberation research. Journal of Information Technology & Politics 9: 1-15.
17. Wright S (2012) Politics as usual? revolution, normalization and a new agenda for online deliberation. New Media & Society 14: 244-261.
18. Margolis M, Resnick D (2000) Politics As Usual. Thousand Oaks, CA, USA: Sage Publications, Inc.
19. Morozov E (2011) The Net Delusion: The Dark Side of Internet Freedom. Cambridge, MA, USA: Perseus Books.
20. Wu F, Huberman B (2007) Novelty and collective attention. Proc National Academy of Sciences 104: 1759917601.
21. Crane R, Sornette D (2008) Robust dynamic classes revealed by measuring the response function of a social system. Proc of the National Academy of Sciences 105: 1564915653.
22. Lerman K, Ghosh R (2010) Information contagion: An empirical study of the spread of news on Digg and Twitter social networks. In: Proceedings of the AAAI International Conference on Weblogs and Social Media. AAAI, ICWSM'10, pp. 90-97.
23. Weng L, Flammini A, Vespignani A, Menczer F (2012) Competition among memes in a world with limited attention. Scientific Reports 2.
24. Yang L, Sun T, Zhang M, Mei Q (2012) We know what @you #tag: Does the dual role affect hashtag adoption? In: Proceedings of the 21st International Conference on World Wide Web. New York, NY, USA: ACM, WWW '12, pp. 261-270. doi:10.1145/2187836.2187872
25. Counts S, Fisher K (2011) Taking it all in? visual attention in microblog consumption. In: Proceedings of the AAAI International Conference on Weblogs and Social Media. AAAI, ICWSM'11, pp. 97-104.
26. Hodas N, Lerman K (2012) How visibility and divided attention constrain social contagion: 249-257.
27. Romero DM, Meeder B, Kleinberg J (2011) Differences in the mechanics of information diffusion across topics: Idioms, political hashtags, and complex contagion on Twitter. In: Proceedings of the 20th International Conference on World Wide Web. New York, NY, USA: ACM, WWW '11, pp. 695-704. doi:10.1145/1963405.1963503
28. Lin YR, Margolin D, Keegan B, Lazer D (2013) Voices of victory: A computational focus group framework for tracking opinion shift in real time. In: Proceedings of the 22Nd International Conference onWorldWide Web. Republic and Canton of Geneva, Switzerland: International World Wide Web Conferences Steering Committee, WWW '13, pp. 737-748.
29. Nichols J, Mahmud J, Drews C (2012) Summarizing sporting events using Twitter. In: Proceedings of the 2012 ACM International Conference on Intelligent User Interfaces. New York, NY, USA: ACM, IUI '12, pp. 189-198. doi:10.1145/2166966.2166999
30. Ciulla F, Mocanu D, Baronchelli A, Gonçalves B, Perra N, et al. (2012) Beating the news using social media: the case study of American Idol. EPJ Data Science 1: 1-11.
31. McPherson K, Huotari K, Cheng FYS, Humphrey D, Cheshire C, et al. (2012) Glitter: A mixed-methods study of Twitter use during Glee broadcasts. In: Proceedings of the ACM 2012 Conference on Computer Supported Cooperative Work Companion. New York, NY, USA: ACM, CSCW '12, pp. 167-170. doi: 10.1145/2141512.2141569
32. Becker H, Iter D, Naaman M, Gravano L (2012) Identifying content for planned events across social media sites. In: Proceedings of the Fifth ACM International Conference on Web Search and Data Mining. New York, NY, USA: ACM, WSDM '12, pp. 533-542. doi:10.1145/2124295.2124360
33. Sharma A (1 June 2013) TV networks play to 'second screen'. The Wall Street Journal.
34. Boyd D, Golder S, Lotan G (2010) Tweet, tweet, retweet: Conversational aspects of retweeting on Twitter. In: Proceedings of the 43rd Hawaii International Conference on System Sciences. HICSS-43, pp. 1-10. doi:10.1109/HICSS.2010.412
35. Shamma DA, Kennedy L, Churchill EF (2009) Tweet the debates: Understanding community annotation of uncollected sources. In: Proceedings of the First SIGMM Workshop on Social Media. New York, NY, USA: ACM, WSM '09, pp. 3-10. doi:10.1145/1631144.1631148
36. Weisz JD, Kiesler S, Zhang H, Ren Y, Kraut RE, et al. (2007) Watching together: Integrating text chat with video. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. New York, NY, USA: ACM, CHI '07, pp. 877-886. doi:10.1145/1240624.1240756
37. Dayan D, Katz E (1992) Media events: The live broadcasting of history. Harvard University Press.
38. Webster JG, Ksiazek TB (2012) The dynamics of audience fragmentation: Public attention in an age of digital media. Journal of Communication 62: 39-56.
39. Messing S, Westwood SJ (2012) Selective exposure in the age of social media: Endorsements trump partisan source affliation when selecting news online. Communication Research.
40. Prior M (2013) Media and political polarization. Annual Review of Political Science 16: 101-127.
41. Flaxman S, Goel S, Rao JM (2013) Ideological segregation and the effects of social media on news consumption. doi:10.2139/ssrn.2363701
42. Massanari AL, Howard PN (2011) Information technologies and omnivorous news diets over three U.S. presidential elections. Journal of Information Technology & Politics 8: 177-198.
43. Schroeder A (2008) Presidential debates: fifty years of high-risk TV. Columbia University Press.
44. Driscoll K, Ananny M, Bar F, Guth K, Kazemzadeh A, et al. (2013) Big bird, binders, and bayonets: Humor and live-tweeting during the 2012 U.S. presidential debates. Selected Papers of Internet Research 3.
45. Maruyama MT, Robertson SP, Douglas SK, Semaan BC, Faucett HA (2014) Hybrid media consumption: How tweeting during a televised political debate influences the vote decision. In: Proceedings of the 17th ACM Conference on Computer Supported Cooperative Work &38; Social Computing. New York, NY, USA: ACM, CSCW '14, pp. 1422-1432. doi:10.1145/2531602.2531719
46. (2012) One-in-ten "Dual-Screened" the presidential debate. Technical report, Pew Research Center for the People and Press. Available: http://www.peoplepress.org/files/legacy-pdf/10-11-12%20Debate%20Media%20Release. pdf. Accessed 2013 October 22.
47. Marwick AE, Boyd D (2010) I tweet honestly, I tweet passionately: Twitter users, context collapse, and the imagined audience. New Media & Society 13: 114-133.
48. Lin YR, Margolin D, Keegan B, Baronchelli A, Lazer D (2013) #Bigbirds never die: Understanding social dynamics of emergent hashtag. In: Proceedings of the AAAI International Conference on Weblogs and Social Media. ICWSM'11, pp. 370-379.
49. Gilbert E (2012) Designing social translucence over social networks. In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. New York, NY, USA: ACM, CHI '12, pp. 2731-2740. doi:10.1145/2207676.2208670
50. Fussell SR, Krauss RM (1989) The effects of intended audience on message production and comprehension: Reference in a common ground framework. Journal of Experimental Social Psychology 25: 203-219.
51. Clark HH, Brennan SE (1991) Grounding in communication. In: Resnick LjB, Levine JM, Teasley SD, editors, Perspectives on socially shared cognition.
52. Garrett RK (2011) Troubling consequences of online political rumoring. Human Communication Research 37: 255-274.
53. Tripathy RM, Bagchi A, Mehta S (2010) A study of rumor control strategies on social networks. In: Proceedings of the 19th ACM International Conference on Information and Knowledge Management. New York, NY, USA: ACM, CIKM '10, pp. 1817-1820. doi:10.1145/1871437.1871737
54. Campbell DT, Stanley JC, Gage NL (1963) Experimental and quasiexperimental designs for research. Houghton Miffin Boston. Available: http://moodle.technion.ac.il/pluginfile.php/219643/mod-resource/content/0/ Campbell-and-Stanley-1963.pdf. Accessed 2013 November 2.
55. Golder SA, Macy MW (2011) Diurnal and seasonal mood vary with work, sleep, and daylength across diverse cultures. Science 333: 18781881.
56. Twitter (2012) The Streaming APIs. Available: https://dev.twitter.com/ docs/streaming-apis. Accessed 2013 October 22.
57. Twitter (2012) REST API v1.1 Resources. Available: https://dev.twitter. com/docs/api/1.1. Accessed 2013 October 22.
58. Wang YC, Kraut R (2012) Twitter and the development of an audience: Those who stay on topic thrive! In: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. New York, NY, USA: ACM, CHI '12, pp. 1515-1518. doi:10.1145/2207676.2208614
59. Katz E, Lazarsfeld PF (1955) Personal influence: The part played by people in the flow of mass communications. The Free Press.
60. McCombs ME, Shaw DL (1972) The agenda-setting function of mass media. Public Opinion Quarterly 36: 176-187.
61. Gutman E (2013). Filtering mentions. Available: https://blog.twitter.com/ 2013/ filtering-mentions. Accessed 2013 October 22.
62. Schmierbach M, Oeldorf-Hirsch A (2012) A little bird told me, so I didn't believe it: Twitter, credibility, and issue perceptions. Communication Quarterly 60: 317-337.
63. Kang B, O'Donovan J, Höllerer T (2012) Modeling topic specific credibility on twitter. In: Proceedings of the 2012 ACM International Conference on Intelligent User Interfaces. New York, NY, USA: ACM, IUI '12, pp. 179-188. doi:10.1145/2166966.2166998
64. Morris MR, Counts S, Roseway A, Hoff A, Schwarz J (2012) Tweeting is believing?: Understanding microblog credibility perceptions. In: Proceedings of the ACM 2012 Conference on Computer Supported Cooperative Work. New York, NY, USA: ACM, CSCW '12, pp. 441-450. doi:10.1145/2145204.2145274
65. Lewandowsky S, Ecker UKH, Seifert CM, Schwarz N, Cook J (2012) Misinformation and its correction: Continued influence and successful debiasing. Psychological Science in the Public Interest 13: 106-131.