Attention to news and its dissemination on Twitter: A survey

Computer Science Review - Tập 29 - Trang 74-94 - 2018
Claudia Orellana-Rodriguez1, Mark T. Keane1
1Insight Centre for Data Analytics, School of Computer Science, University College Dublin, Ireland

Tài liệu tham khảo

P.M. Napoli, Measuring media impact: An overview of the field, 2014. URL https://learcenter.org/pdf/measuringmedia.pdf. Schiffrin, 2015 M. Sill, Journalists engage readers by learning who they are, 2016. URL http://niemanreports.org/articles/journalists-engage-readers-by-learning-who-they-are/. Pew Research Center, News use across social media platforms 2016, 2016. URL http://www.journalism.org/2016/05/26/news-use-across-social-media-platforms-2016/ . Hermida, 2010 Reuters Institute Digital News Report,Tech. Rep., 2015. URL http://www.digitalnewsreport.org/. Pew Research Center, In changing news landscape, even television is vulnerable, 2012. URL http://www.people-press.org/2012/09/27/in-changing-news-landscape-even-television-is-vulnerable/. Associated Press, Social media guidelines for AP employees, 2012. http://corp-live-bypass-ap.cphostaccess.com/assets/documents/social-media-guidelines_tcm28-9832.pdf , [Online]. B. Stelter, Journalism rules are bent in news coverage from Iran. URL http://www.nytimes.com/2009/06/29/business/media/29coverage.html. Diakopoulos, 2012, Finding and assessing social media information sources in the context of journalism, 2451 Bhattacharya, 2016, Understanding the competitive landscape of news providers on social media, 719 de Zúñiga, 2018, When citizens and journalists interact on Twitter, J. Stud., 19, 227 Lee, 2015, The double-edged sword: The effects of journalists’ social media activities on audience perceptions of journalists and their news products., J. Comput. Mediat. Commun., 20, 312, 10.1111/jcc4.12113 S. Cohen, J.T. Hamilton, F. Turner, Computational Journalism, 2011. URL https://cacm.acm.org/magazines/2011/10/131400-computational-journalism/fulltext . N. Diakopoulos, A functional roadmap for innovation in computational journalism. URL http://www.nickdiakopoulos.com/2011/04/22/a-functional-roadmap-for-innovation-in-computational-journalism/ . Kayser-Bril, 2016, Transformation of communication processes: Data journalism, CoRR Howard, 2011, Opening closed regimes: What was the role of social media during the Arab spring?, SSRN, 10.2139/ssrn.2595096 Thakur, 2014, NewsInstaMiner: Enriching news article using instagram, 174, 10.1007/978-3-319-13820-6_16 Facebook Media, Facebook journalism project, 2015. URL https://www.Facebook.com/facebookmedia/. Google, Google news lab, 2015. URL https://newslab.withgoogle.com/. B. Ritholtz, Twitter is becoming the first and quickest source of investment news, 2013. URL https://www.theguardian.com/technology/2013/apr/23/Twitter-first-source-investment-news. Tandoc, 2016, The journalist is marketing the news, J. Pract., 10, 950 Diaz-Aviles, 2012, Epidemic intelligence for the crowd, by the crowd Broersma, 2012, Social media as beat, J. Pract., 6, 403 M. Hasanain, M. Bagdouri, Tamer Elsayed, D.W. Oard, What questions do journalists ask on Twitter?sep, in: Social Media in the Newsroom, Papers from the 2016 ICWSM Workshop, Cologne, Germany, May 17, 2016, 2016. URL http://aaai.org/ocs/index.php/ICWSM/ICWSM16/paper/view/13221. S. Owens, How the atlantic uses Twitter to drive traffic to Content, 2015. URL https://medium.com/thoughts-on-journalism/how-the-atlantic-uses-Twitter-to-drive-traffic-to-content-5593bc02a414, [Online]. Hong, 2012, Online news on Twitter: Newspapers’ social media adoption and their online readership, Inf. Econ. Policy, 24, 69, 10.1016/j.infoecopol.2012.01.004 Reuters institute digital news report, Tech. Rep., 2016. URL http://www.digitalnewsreport.org/. M. Barthel, E. Shearer, Jeffrey Gottfried, A. Mitchell, The evolving role of news on Twitter and Facebook. URL http://www.journalism.org/2015/07/14/the-evolving-role-of-news-on-Twitter-and-Facebook/. Lehmann, 2017, Story-focused reading in online news and its potential for user engagement, J. Assoc. Inf. Sci. Technol., 68, 869, 10.1002/asi.23707 Orellana-Rodriguez, 2017, Spreading one’s tweets: How can journalists gain attention for their tweeted news?, J. Web Sci., 4, 1 Álvarez, 2012, Journalism and social media: How spanish journalists are using Twitter/periodismo y social media: Cómo están usando Twitter los periodistas españoles, Estudios sobre el mensaje periodístico, 18, 31 Lee, 2014, Motivational consumption model, J. Mass Commun. Q., 91, 706 Orellana-Rodriguez, 2016, Spreading the news: How can journalists gain more engagement for their tweets?, 107, 10.1145/2908131.2908154 Brautović, 2013, Journalism and Twitter: Between journalistic norms and new routines, MediAnali: International scientific journal of media, journalism, mass communication, public relations, culture and society, 7, 19 Lasorsa, 2012, Transparency and other journalistic norms on Twitter, J. Stud., 13, 402 Dean, 2013, The journalist as a ‘committed observer’ Lasorsa, 2011 M. Sullivan, How social media affects journalistic objectivity, 2013. https://publiceditor.blogs.nytimes.com/2013/02/13/how-social-media-affects-journalistic-objectivity/?_r=0 . Harvard Kennedy School, Shorenstein Center. NYT public editor sees social media as ’Double-edged sword’ that is changing objective Journalism, 2013. URL https://shorensteincenter.org/speaker-series-with-margaret-sullivan/. Rosenstiel, 2015 Lee, 2012, Are they talking to me? Cognitive and affective effects of interactivity in politicians’ Twitter communication, Cyberpsy., Behavior, and Soc. Networking, 15, 515, 10.1089/cyber.2012.0228 Hermida, 2013, #JOURNALISM: Reconfiguring journalism research about Twitter, one tweet at a time, Digit. J., 1, 295 Lawrence, 2014, Tweeting conventions, J. Stud., 15, 789 Molyneux, 2015, What journalists retweet: Opinion, humor, and brand development on Twitter, Journalism, 16, 920, 10.1177/1464884914550135 Elejalde, 2018, On the nature of real and perceived bias in the mainstream media, PLoS One, 13, 10.1371/journal.pone.0193765 Nikolov, 2015, Measuring online social bubbles., CoRR, abs/1502.07162 Grevet, 2014, Managing political differences in social media., 1400, 10.1145/2531602.2531676 Del Vicario, 2017, News consumption during the Italian referendum: A cross-platform analysis on Facebook and Twitter, 648 J. Stray, Are we stuck in filter bubbles? Here are five potential paths out, 2012. URL http://www.niemanlab.org/2012/07/are-we-stuck-in-filter-bubbles-here-are-five-potential-paths-out/. Flaxman, 2013, Ideological segregation and the effects of social media on news consumption Allcott, 2017, Social media and fake news in the 2016 election, J. Econ. Perspect., 31, 211, 10.1257/jep.31.2.211 Shu, 2017, Fake news detection on social media: A data mining perspective, ACM SIGKDD Explor. Newsl., 19, 22, 10.1145/3137597.3137600 Vosoughi, 2018, The spread of true and false news online, Science, 359, 1146, 10.1126/science.aap9559 Howard, 2017 L.-M. Neudert, B. Kollanyi, P.N. Howard, Junk news and bots during the German federal presidency election: What Were German voters sharing over Twitter?, 2017. URL http://comprop.oii.ox.AC.uk/wp-content/uploads/sites/89/2017/03/What-Were-German-Voters-Sharing-Over-Twitter-v6-1.pdf, [Online; 2017]. Shao, 2017, The spread of fake news by social bots, CoRR, abs/1707.07592 F. Rangel, P. Rosso, Irina Chugur, M. Potthast, M. Trenkmann, B. Stein, B. Verhoeven, Walter Daelemans, Overview of the 2nd author profiling task at pan 2014, in: CLEF 2014 Evaluation Labs and Workshop Working Notes Papers, Sheffield, UK, 2014, 2014, pp. 1–30. Rangel, 2017, Overview of the 5th author profiling task at pan 2017: Gender and language variety identification in Twitter, Working Notes Papers of the CLEF Castillo, 2013, Predicting information credibility in time-sensitive social media, Internet Research, 23, 560, 10.1108/IntR-05-2012-0095 K. Starbird, J. Maddock, M. Orand, P. Achterman, R.M. Mason, Rumors, false flags, and digital vigilantes: Misinformation on Twitter after the 2013 boston marathon bombing, in: IConference 2014 Proceedings, 2014. Zubiaga, 2016, Analysing how people orient to and spread rumours in social media by looking at conversational threads, PLoS One, 11, 10.1371/journal.pone.0150989 Zubiaga, 2018, Detection and resolution of rumours in social media: A survey, ACM Comput. Surv., 51, 32, 10.1145/3161603 Arif, 2017, A closer look at the self-correcting crowd: Examining corrections in online rumors, 155 Starbird, 2018, Engage early, correct more: How journalists participate in false rumors online during crisis events, 105 Castillo, 2014, Characterizing the life cycle of online news stories using social media reactions, 211, 10.1145/2531602.2531623 Yang, 2011, Patterns of temporal variation in online media, 177 Romero, 2011, Influence and passivity in social media, 113, 10.1145/1963192.1963250 Zhu, 2016, Attention inequality in social media, CoRR, abs/1601.07200 Borger, 2016, Expecting reciprocity: Towards a model of the participants’ perspective on participatory journalism, New Media Soc., 18, 708, 10.1177/1461444814545842 Hu, 2015, Predicting user engagement on Twitter with real-world events, 168 Bandari, 2012, The pulse of news in social media: Forecasting popularity, CoRR, abs/1202.0332 Matias, 2015, Working paper: Modeling gender discrimination by online news audiences J.N. Matias, S. Szalavitz, E. Zuckerman, FollowBias: Supporting behavior change toward gender equality by networked gatekeepers on social media, in: CSCW, 2017. pp. 1082–1095. Diakopoulos, 2014, Newsworthiness and network gatekeeping on Twitter: The role of social deviance Ratey, 2002, A user’s guide to the brain: Perception, attention, and the four theaters of the brain Kilgo, 2016, A new sensation? an international exploration of sensationalism and social media recommendations in online news publications, Journalism Piotrkowicz, 2017, Headlines matter: Using headlines to predict the popularity of news articles on Twitter and Facebook., 656 Piotrkowicz, 2017, The impact of news values and linguistic style on the popularity of headlines on Twitter and Facebook English, 2016, Twitter’s diffusion in sports journalism: Role models, laggards and followers of the social media innovation, New Media Soc., 18, 484, 10.1177/1461444814544886 Bruns, 2012, Journalists and Twitter: How australian news organisations adapt to a new medium, Media Int. Aust., 144, 97, 10.1177/1329878X1214400114 Vis, 2013, Twitter as a reporting tool for breaking news, Digit. J., 1, 27 Osborne, 2014, Facebook, Twitter and google plus for breaking news: Is there a winner? Parmelee, 2013, Political journalists and Twitter: Influences on norms and practices, J. Media Pract., 14, 291, 10.1386/jmpr.14.4.291_1 Dredze, 2016, How Twitter is changing the nature of financial news discovery, 2:1, 10.1145/2951894.2951903 N. Keane, C. Yee, L. Zhou, Using topic modeling and similarity thresholds to detect events, in: Proceedings of the The 3rd Workshop on EVENTS: Definition, Detection, Coreference, and Representation, 2015, pp. 34–42. Olteanu, 2015, Comparing events coverage in online news and social media: The case of climate change, 288 Saez-Trumper, 2013, Social media news communities: Gatekeeping, coverage, and statement bias, 1679, 10.1145/2505515.2505623 Dailey, 2014, Journalists as crowdsourcerers: Responding to crisis by reporting with a crowd, Comput. Support. Coop. Work (CSCW), 23, 445, 10.1007/s10606-014-9208-z Canter, 2013, The interactive spectrum, Convergence, 19, 472, 10.1177/1354856513493698 McCay-Peet, 2012, On saliency, affect and focused attention, 541, 10.1145/2207676.2207751 Broersma, 2013, Twitter as a news source, J. Pract., 7, 446 Bagdouri, 2016, Journalists and Twitter: A multidimensional quantitative description of usage patterns, 22 Shi, 2016, Learning-to-rank for real-time high-precision hashtag recommendation for streaming news, 1191, 10.1145/2872427.2882982 J. Lehmann, C. Castillo, M. Lalmas, E. Zuckerman, Transient news crowds in social media, in: ICWSM, 2013. Gabielkov, 2016, Social clicks: What and who gets read on Twitter?, ACM SIGMETRICS Perform. Eval. Rev., 44, 179, 10.1145/2964791.2901462 Danescu-Niculescu-Mizil, 2012, You had me at hello: How phrasing affects memorability, 892 Leskovec, 2009, Meme-tracking and the dynamics of the news cycle, 497, 10.1145/1557019.1557077 Suen, 2013, NIFTY: A system for large scale information flow tracking and clustering, 1237, 10.1145/2488388.2488496 Hu, 2012, Breaking news on Twitter, 2751, 10.1145/2207676.2208672 Malik, 2016, A macroscopic analysis of news content in Twitter, Digit. J., 4, 955 D. Bhattacharya, S. Ram, Sharing news articles using 140 characters: A diffusion analysis on Twitter, in: Proceedings of the 2012 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2012, ISBN: 9780769547992, 2012, pp. 966–971,. De Choudhury, 2012, Unfolding the event landscape on Twitter: Classification and exploration of user categories, 241, 10.1145/2145204.2145242 Wallace, 2018, Modelling contemporary gatekeeping: The rise of individuals, algorithms and platforms in digital news dissemination, Digit. J., 6, 274 Lasorsa, 2012, Normalizing Twitter, J. Stud., 13, 19 Hsieh, 2016, Immersive recommendation: News and event recommendations using personal digital traces, 51, 10.1145/2872427.2883006 Monroy-Hernández, 2013, The new war correspondents: The rise of civic media curation in urban warfare, 1443, 10.1145/2441776.2441938 Hodas, 2012, How visibility and divided attention constrain social contagion, 249, 10.1109/SocialCom-PASSAT.2012.129 S. Chesney, M. Liakata, M. Poesio, M. Purver, Incongruent headlines: Yet another way to mislead your readers, in: Proceedings of the 2017 EMNLP Workshop: Natural Language Processing meets Journalism, 2017. pp. 56–61. Kim, 2016, How to compete online for news audience: Modeling words that attract clicks, 1645 T. Szymanski, C. Orellana-Rodriguez, M.T. Keane, Helping news editors write better headlines: A recommender to improve the keyword contents & shareability of news headlines, IJCAI-17 Natural Language & Journalism. also arXiv preprint arXiv:1705.09656. Williams, 2010 García-Perdomo, 2017, To share or not to share: The influence of news values and topics on popular social media content in the united states, brazil, and argentina, J. Stud., 1 Trilling, 2017, From newsworthiness to shareworthiness: How to predict news sharing based on article characteristics, J. Mass Commun. Q., 94, 38 Blom, 2015, Click bait: Forward-reference as lure in online news headlines, J. Pragmat., 76, 87, 10.1016/j.pragma.2014.11.010 Petrovic, 2013, Can Twitter replace newswire for breaking news? Kalsnes, 2017, Understanding news sharing across social media: Detailing distribution on Facebook and Twitter, J. Stud., 1 Keneshloo, 2016, Predicting the popularity of news articles, 441 Liu, 2017, Predicting the popularity of online news based on multivariate analysis, 9 Connell, 2004, What Plausibly affects plausibility? Concept coherence and distributional word coherence as factors influencing plausibility judgments, Mem. Cogn., 10.3758/BF03196851 Hermida, 2014, Sourcing the arab spring: A case study of andy carvin’s sources on Twitter during the tunisian and egyptian revolutions, J. Comput. Mediat. Commun., 19, 479, 10.1111/jcc4.12074 Olteanu, 2015, What to expect when the unexpected happens: Social media communications across crises, 994, 10.1145/2675133.2675242 Reis, 2017, Demographics of news sharing in the us Twittersphere, 195 Reuters, Reporting from the internet and using social media, 2012. URL http://handbook.reuters.com/?title=Reporting_From_the_Internet_And_Using_Social_Media , [Online]. AFP, Guidelines for using social media, 2013. URL https://www.afp.com/communication/new-social-media-guidelines.pdf, [Online]. BBC, News: Social media guidance, 2011. URL http://news.bbc.co.uk/2/shared/bsp/hi/pdfs/14_07_11_news_social_media_guidance.pdf,[Online; 2011]. Washington Post, Digital publishing guidelines: Social media, 2011. URL http://www.washingtonpost.com/wp-srv/guidelines/social-media.html, [Online; 2011].