Location via proxy:   [ UP ]  
[Report a bug]   [Manage cookies]                
skip to main content
research-article
Open access

Reviewing Interventions to Address Misinformation: The Need to Expand Our Vision Beyond an Individualistic Focus

Published: 16 April 2023 Publication History

Abstract

Prior work has identified a variety of factors that drive the way people identify and respond to misinformation. Such factors include confirmation bias, perceived credibility of the information source, individual media literacy, social norms, and others. This paper reviews the interventions designed to address misinformation and examines how various underlying mechanisms of response to misinformation are operationalized and implemented in the reviewed interventions. Key findings show that most prior work to address misinformation heavily focuses on individual pieces of misinformation and the actions individuals take in response to those individual pieces. These individualistic approaches, we argue, overlook the other drivers of responses to misinformation, such as individuals' prior beliefs and the social contexts in which misinformation is encountered. Additionally, the analysis shows that an individualistic focus on misinformation draws attention away from the systemic nature and consequences of misinformation. This paper argues that to overcome the limitation of individualistic approaches to addressing misinformation, future interventions need to expand their scope beyond individualistic approaches. As one way to do so, it discusses leveraging the impacts of community factors that impact the spread and impacts of misinformation. The paper concludes by using social norms as an example to illustrate how a focus on community factors might work in practice.

References

[1]
2006. Hearing the other side: Deliberative versus participatory democracy. Cambridge University Press.
[2]
2017. Fact-checking fake news on Facebook works - just too slowly. https://apnews.com/article/north-america-technology-business-fake-news-ap-fact-check-e03283b4169f4d8c8a7e51042d61bcb5.
[3]
2018. How Twitter is fighting spam and malicious automation. https://blog.twitter.com/en_us/topics/company/2018/how-twitter-is-fighting-spam-and-malicious-automation
[4]
2018. How whatsapp helped turn an Indian village into a lynch mob. https://www.bbc.com/news/world-asia-india-44856910
[5]
2019. Designing new ways to give context to news stories. https://newsroom.fb.com/news/2018/04/inside-feed-article-context/
[6]
2019. Helping ensure news on Facebook is from trusted sources. https://about.fb.com/news/2018/01/trusted-sources/
[7]
2019. Information operations directed at Hong Kong. https://blog.twitter.com/en_us/topics/company/2019/information_operations_directed_at_Hong_Kong
[8]
2020. Expanding Facebook's U.S. Fact-Checking Program and Supporting the Fact-Checking Ecosystem. https://www.facebook.com/journalismproject/fact-checking-expansion-and-investment-2020
[9]
2020. Fake news and its impact on the economy. https://priorityconsultants.com/blog/fake-news-and-its-impact-on-the-economy/.
[10]
2020. Helping fact-checkers identify false claims faster. https://about.fb.com/news/2019/12/helping-fact-checkers/
[11]
2021. The evolution of social media: How did it begin and where could it go next? https://online.maryville.edu/blog/evolution-social-media/
[12]
2021. Removing coordinated inauthentic behavior. https://about.fb.com/news/2020/09/removing-coordinated-inauthentic-behavior-russia/
[13]
2021. Twitter launches crowd-sourced fact-checking project. https://apnews.com/article/twitter-launch-crowd-sourced-fact-check-589809d4c9a7eceda1ea8293b0a14af2
[14]
2022. https://sites.google.com/view/design4misinformation/home. (Accessed on 10/05/2022).
[15]
2022. How Americans came to Distrust Science. https://bostonreview.net/articles/andrew-jewett-science-under-fire/
[16]
2022. Research guides. https://guides.temple.edu/fakenews. (Accessed on 10/05/22).
[17]
Lada A Adamic and Natalie Glance. 2005. The political blogosphere and the 2004 US election: divided they blog. In Proceedings of the 3rd international workshop on Link discovery. 36--43.
[18]
Hunt Allcott and Matthew Gentzkow. 2017. Social media and fake news in the 2016 election. Journal of economic perspectives 31, 2 (2017), 211--36.
[19]
Jennifer Allen, Cameron Martel, and David G Rand. 2022. Birds of a feather don't fact-check each other: Partisanship and the evaluation of news in Twitter's Birdwatch crowdsourced fact-checking program. In CHI Conference on Human Factors in Computing Systems. 1--19.
[20]
Kimberley R Allison, Kay Bussey, and Naomi Sweller. 2019. 'I'm going to hell for laughing at this' Norms, Humour, and the Neutralisation of Aggression in Online Communities. Proceedings of the ACM on Human-Computer Interaction 3, CSCW (2019), 1--25.
[21]
Craig A Anderson, Mark R Lepper, and Lee Ross. 1980. Perseverance of social theories: the role of explanation in the persistence of discredited information. Journal of personality and social psychology 39, 6 (1980), 1037.
[22]
Janna Anderson and Lee Rainie. 2020. The Future of Truth and Misinformation Online. https://www.pewresearch.org/internet/2017/10/19/the-future-of-truth-and-misinformation-online/
[23]
Simge Andi and Jesper Akesson. 2020. Nudging Away False News: Evidence from a Social Norms Experiment. Digital Journalism 9, 1 (2020), 106--125.
[24]
Nicolas M Anspach. 2017. The new personal influence: How our Facebook friends influence the news we read. Political Communication 34, 4 (2017), 590--606.
[25]
Ahmer Arif, John J Robinson, Stephanie A Stanek, Elodie S Fichet, Paul Townsend, Zena Worku, and Kate Starbird. 2017. A closer look at the self-correcting crowd: Examining corrections in online rumors. In Proceedings of the 2017 ACM conference on computer supported cooperative work and social computing. 155--168.
[26]
R Armitage. 2021. Online ?anti-vax'campaigns and COVID-19: censorship is not the solution. Public Health 190 (2021), e29.
[27]
American Library Association et al. 2009. Association of College and Research Libraries. Information literacy competency standards for higher education (2009), 2--3.
[28]
Charles K Atkin. 1985. Informational utility and selective exposure to entertainment media. Selective exposure to communication (1985), 63--91.
[29]
Patricia Aufderheide. 2018. Media literacy: From a report of the national leadership conference on media literacy. In Media literacy in the information age. Routledge, 79--86.
[30]
Cathrine Axfors, Andreas M Schmitt, Perrine Janiaud, Janneke van't Hooft, Sherief Abd-Elsalam, Ehab F Abdo, Benjamin S Abella, Javed Akram, Ravi K Amaravadi, Derek C Angus, et al . 2021. Mortality outcomes with hydroxychloroquine and chloroquine in COVID-19 from an international collaborative meta-analysis of randomized trials. Nature communications 12, 1 (2021), 1--13.
[31]
Frederick T Bacon. 1979. Credibility of repeated statements: Memory for trivia. Journal of Experimental Psychology: Human Learning and Memory 5, 3 (1979), 241.
[32]
Eytan Bakshy, Solomon Messing, and Lada A Adamic. 2015. Exposure to ideologically diverse news and opinion on Facebook. Science 348, 6239 (2015), 1130--1132.
[33]
Melisa Basol, Jon Roozenbeek, Manon Berriche, Fatih Uenal, William P McClanahan, and Sander van der Linden. 2021. Towards psychological herd immunity: Cross-cultural evidence for two prebunking interventions against COVID-19 misinformation. Big Data & Society 8, 1 (2021), 20539517211013868.
[34]
Melisa Basol, Jon Roozenbeek, and Sander van der Linden. 2020. Good news about bad news: Gamified inoculation boosts confidence and cognitive immunity against fake news. Journal of cognition 3, 1 (2020).
[35]
Eric PS Baumer, Vera Khovanskaya, Mark Matthews, Lindsay Reynolds, Victoria Schwanda Sosik, and Geri Gay. 2014. Reviewing reflection: on the use of reflection in interactive system design. In Proceedings of the 2014 conference on Designing interactive systems. 93--102.
[36]
Ian Maynard Begg, Ann Anas, and Suzanne Farinacci. 1992. Dissociation of processes in belief: Source recollection, statement familiarity, and the illusion of truth. Journal of Experimental Psychology: General 121, 4 (1992), 446.
[37]
Md Momen Bhuiyan, Michael Horning, Sang Won Lee, and Tanushree Mitra. 2021. NudgeCred: Supporting News Credibility Assessment on Social Media Through Nudges. Proceedings of the ACM on Human-Computer Interaction 5, CSCW2 (2021), 1--30.
[38]
Md Momen Bhuiyan, Hayden Whitley, Michael Horning, Sang Won Lee, and Tanushree Mitra. 2021. Designing Transparency Cues in Online News Platforms to Promote Trust: Journalists'& Consumers' Perspectives. Proceedings of the ACM on Human-Computer Interaction 5, CSCW2 (2021), 1--31.
[39]
Md Momen Bhuiyan, Kexin Zhang, Kelsey Vick, Michael A Horning, and Tanushree Mitra. 2018. FeedReflect: A Tool for Nudging Users to Assess News Credibility on Twitter. In Companion of the 2018 ACM Conference on Computer Supported Cooperative Work and Social Computing. 205--208.
[40]
Cristina Bicchieri, Enrique Fatas, Abraham Aldama, Andrés Casas, Ishwari Deshpande, Mariagiulia Lauro, Cristina Parilli, Max Spohn, Paula Pereira, and Ruiling Wen. 2021. In science we (should) trust: Expectations and compliance across nine countries during the COVID-19 pandemic. PloS one 16, 6 (2021), e0252892.
[41]
Cristina Bicchieri and Ryan Muldoon. 2011. Social norms. (2011).
[42]
Nick Bilton. 2019. The downfall of Alex Jones shows how the internet can be saved. https://www.vanityfair.com/news/2019/04/the-downfall-of-alex-jones-shows-how-the-internet-can-be-saved
[43]
George D Bishop and David G Myers. 1974. Informational influence in group discussion. Organizational behavior and human performance 12, 1 (1974), 92--104.
[44]
Ladislav Bittman. 1985. The KGB and Soviet disinformation: an insider's view. Washington: Pergamon-Brassey's.
[45]
Leticia Bode and Emily K Vraga. 2015. In related news, that was wrong: The correction of misinformation through related stories functionality in social media. Journal of Communication 65, 4 (2015), 619--638.
[46]
Kirsten Boehner, Janet Vertesi, Phoebe Sengers, and Paul Dourish. 2007. How HCI interprets the probes. In Proceedings of the SIGCHI conference on Human factors in computing systems. 1077--1086.
[47]
George J. Borjas, Michael Grunwald, Thomas Frank, Jeremy B. White, Sam Sutton Sitrin, Carly, Bill Mahoney Gerstein, and Josh. [n.d.]. Yes, immigration hurts American workers. https://www.politico.com/magazine/story/2016/09/trump-clinton-immigration-economy-unemployment-jobs-214216/
[48]
Alexandre Bovet and Hernán A Makse. 2019. Influence of fake news in Twitter during the 2016 US presidential election. Nature communications 10, 1 (2019), 1--14.
[49]
Samantha Bradshaw, Lisa-Maria Neudert, and Philip N Howard. 2018. Government responses to malicious use of social media. NATO StratCom Centre of Excellence, Riga, Working Paper (2018).
[50]
Virginia Braun and Victoria Clarke. 2006. Using thematic analysis in psychology. Qualitative research in psychology 3, 2 (2006), 77--101.
[51]
Lukas E Brümmer, Stephan Katzenschlager, Mary Gaeddert, Christian Erdmann, Stephani Schmitz, Marc Bota, Maurizio Grilli, Jan Larmann, Markus A Weigand, Nira R Pollock, et al . 2021. Accuracy of novel antigen rapid diagnostics for SARS-CoV-2: A living systematic review and meta-analysis. PLoS medicine 18, 8 (2021), e1003735.
[52]
Hronn Brynjarsdottir, Maria Håkansson, James Pierce, Eric Baumer, Carl DiSalvo, and Phoebe Sengers. 2012. Sustainably unpersuaded: how persuasion narrows our vision of sustainability. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems. 947--956.
[53]
Tom Buchanan. 2020. Why do people spread false information online? The effects of message and viewer characteristics on self-reported likelihood of sharing social media disinformation. Plos one 15, 10 (2020), e0239666.
[54]
Tom Buchanan and Vladlena Benson. 2019. Spreading Disinformation on Facebook: Do Trust in Message Source, Risk Propensity, or Personality Affect the Organic Reach of ?Fake News"? Social Media Society 5, 4 (2019), 2056305119888654.
[55]
Diana Buitrago-Garcia, Dianne Egli-Gany, Michel J Counotte, Stefanie Hossmann, Hira Imeri, Aziz Mert Ipekci, Georgia Salanti, and Nicola Low. 2020. Occurrence and transmission potential of asymptomatic and presymptomatic SARS-CoV-2 infections: A living systematic review and meta-analysis. PLoS medicine 17, 9 (2020), e1003346.
[56]
Cody Buntain, Richard Bonneau, Jonathan Nagler, and Joshua A Tucker. 2021. YouTube recommendations and effects on sharing across online social platforms. Proceedings of the ACM on Human-Computer Interaction 5, CSCW1 (2021), 1--26.
[57]
Eugene Burnstein and Amiram Vinokur. 1973. Testing two classes of theories about group induced shifts in individual choice. Journal of Experimental Social Psychology 9, 2 (1973), 123--137.
[58]
Leonardo Bursztyn, Georgy Egorov, and Stefano Fiorin. 2020. From extreme to mainstream: The erosion of social norms. American Economic Review 110, 11 (2020), 3522--48.
[59]
Sahara Byrne and Philip Solomon Hart. 2009. The Boomerang Effect A Synthesis of Findings and a Preliminary Theoretical Framework. Annals of the International Communication Association 33, 1 (Jan. 2009), 3--37. https://doi.org/10.1080/23808985.2009.11679083
[60]
Joseph N Cappella and Kathleen Hall Jamieson. 1994. Broadcast adwatch effects: A field experiment. Communication Research 21, 3 (1994), 342--365.
[61]
Carlos Castillo, Marcelo Mendoza, and Barbara Poblete. 2011. Information credibility on twitter. In Proceedings of the 20th international conference on World wide web. 675--684.
[62]
Gizem Ceylan and Norbert Schwarz. 2020. Look What I Am Re-Sharing: How Self-Presentation Goals Impact What Consumers Spread on Social Networks. ACR North American Advances (2020).
[63]
Man-pui Sally Chan, Christopher R Jones, Kathleen Hall Jamieson, and Dolores Albarracín. 2017. Debunking: A meta-analysis of the psychological efficacy of messages countering misinformation. Psychological science 28, 11 (2017), 1531--1546.
[64]
Emily Chen, Herbert Chang, Ashwin Rao, Kristina Lerman, Geoffrey Cowan, and Emilio Ferrara. 2021. COVID-19 misinformation and the 2020 US presidential election. The Harvard Kennedy School Misinformation Review (2021).
[65]
Xinran Chen. 2016. The influences of personality and motivation on the sharing of misinformation on social media. IConference 2016 Proceedings (2016).
[66]
Adrienne Chung and Rajiv N Rimal. 2016. Social norms: A review. Review of Communication Research 4 (2016), 1--28.
[67]
Robert B Cialdini and Melanie R Trost. 1998. Social influence: Social norms, conformity and compliance. (1998).
[68]
Katherine Clayton, Spencer Blair, Jonathan A Busam, Samuel Forstner, John Glance, Guy Green, Anna Kawata, Akhila Kovvuri, Jonathan Martin, Evan Morgan, et al . 2020. Real solutions for fake news? Measuring the effectiveness of general warnings and fact-check tags in reducing belief in false stories on social media. Political Behavior 42, 4 (2020), 1073--1095.
[69]
Sarah Cohen, Chengkai Li, Jun Yang, and Cong Yu. 2011. Computational Journalism: A Call to Arms to Database Researchers. In 5th Biennial Conference on Innovative Data Systems Research (CIDR'll), ACM.
[70]
Jonas Colliander. 2019. "This is fake news": Investigating the role of conformity to other users' views when commenting on and spreading disinformation in social media. Computers in Human Behavior 97 (2019), 202--215.
[71]
Michael D Conover, Jacob Ratkiewicz, Matthew Francisco, Bruno Gonçalves, Filippo Menczer, and Alessandro Flammini. 2011. Political polarization on twitter. In Fifth international AAAI conference on weblogs and social media.
[72]
Josh Constine. 2017. Facebook fights fake news with links to other angles. https://techcrunch.com/2017/08/03/facebook-related-articles/?guccounter=1&guce_referrer=aHR0cHM6Ly93d3cuZ29vZ2xlLmNvbS8&guce_referrer_sig=AQAAAGkjbvnLbViPDaKtfsQZuRdpcmsVLSFLP9egNExbvgObqXa8_QOM_ jXOWpCX6vtZXEnVS5tzwdqWZSpnzL6_M6w67dQj8U5bheaA93Ch_pqUia_EAcEIqfJcrGNJgS48eIAGdIoam0- nPoWIRfVQxIln5vHobK3wGAXy0xQ3AByx
[73]
Paul T Costa Jr and Robert R McCrae. 2008. The Revised Neo Personality Inventory (neo-pi-r). Sage Publications, Inc.
[74]
Joseph Cox and Jason Koebler. 2019. Facebook Bans White Nationalism and White Separatism. https://www.vice.com/en_us/article/nexpbx/facebook-bans-white-nationalism-and-white-separatism
[75]
Michela Del Vicario, Alessandro Bessi, Fabiana Zollo, Fabio Petroni, Antonio Scala, Guido Caldarelli, H Eugene Stanley, and Walter Quattrociocchi. 2016. The spreading of misinformation online. Proceedings of the National Academy of Sciences 113, 3 (2016), 554--559.
[76]
Nicholas Dias, Gordon Pennycook, and David G Rand. 2020. Emphasizing publishers does not effectively reduce susceptibility to misinformation on social media. Harvard Kennedy School Misinformation Review 1, 1 (2020).
[77]
Nicholas Dias, Gordon Pennycook, and David G. Rand. 2021. Emphasizing publishers does not effectively reduce susceptibility to misinformation on social media: HKS Misinformation Review. https://misinforeview.hks.harvard.edu/article/emphasizing-publishers-does-not-reduce-misinformation/
[78]
Nicholas DiFonzo, Martin J Bourgeois, Jerry Suls, Christopher Homan, Noah Stupak, Bernard P Brooks, David S Ross, and Prashant Bordia. 2013. Rumor clustering, consensus, and polarization: Dynamic social impact and self-organization of hearsay. Journal of Experimental Social Psychology 49, 3 (2013), 378--399.
[79]
Carl DiSalvo, Phoebe Sengers, and Hrönn Brynjarsdóttir. 2010. Mapping the landscape of sustainable HCI. In Proceedings of the SIGCHI conference on human factors in computing systems. 1975--1984.
[80]
Nicole Doughty, Helen M Paterson, Carolyn MacCann, and Lauren A Monds. 2017. Personality and memory conformity. Journal of Individual Differences (2017).
[81]
Alice H Eagly and Shelly Chaiken. 1993. The psychology of attitudes. Harcourt brace Jovanovich college publishers.
[82]
Adam M Enders, Joseph E Uscinski, Casey Klofstad, and Justin Stoler. 2020. The different forms of COVID-19 misinformation and their consequences. The Harvard Kennedy School Misinformation Review (2020).
[83]
Ziv Epstein, Gordon Pennycook, and David Rand. 2020. Will the crowd game the algorithm? Using layperson judgments to combat misinformation on social media by downranking distrusted sources. In Proceedings of the 2020 CHI conference on human factors in computing systems. 1--11.
[84]
Facebook. 2013. About Fact-Checking on Facebook. https://www.facebook.com/business/help/2593586717571940?id=673052479947730. Online; accessed 13 January 2022.
[85]
Facebook. 2018. Removing Coordinated Inauthentic Behavior From China. https://about.fb.com/news/2019/08/removing-cib-china/. Online; accessed 13 January 2022.
[86]
Facebook. 2021. How fact-checking works. https://transparency.fb.com/features/how-fact-checking-works/. Online; accessed 13 January 2022.
[87]
Yuval Feldman and Janice Nadler. 2006. The law and norms of file sharing. San Diego L. Rev. 43 (2006), 577.
[88]
DJ Flynn, Brendan Nyhan, and Jason Reifler. 2017. The nature and origins of misperceptions: Understanding false and unsupported beliefs about politics. Political Psychology 38 (2017), 127--150.
[89]
Brian J Fogg, Jonathan Marshall, Othman Laraki, Alex Osipovich, Chris Varma, Nicholas Fang, Jyoti Paul, Akshay Rangnekar, John Shon, Preeti Swani, et al. 2001. What makes web sites credible? A report on a large quantitative study. In Proceedings of the SIGCHI conference on Human factors in computing systems. 61--68.
[90]
Brian J Fogg, Cathy Soohoo, David R Danielson, Leslie Marable, Julianne Stanford, and Ellen R Tauber. 2003. How do users evaluate the credibility of Web sites? A study with over 2,500 participants. In Proceedings of the 2003 conference on Designing for user experiences. 1--15.
[91]
Krisandra S Freeman and Jan H Spyridakis. 2004. An examination of factors that affect the credibility of online health information. Technical communication 51, 2 (2004), 239--263.
[92]
Adrien Friggeri, Lada Adamic, Dean Eckles, and Justin Cheng. 2014. Rumor cascades. In Proceedings of the International AAAI Conference on Web and Social Media, Vol. 8.
[93]
Mingkun Gao, Ziang Xiao, Karrie Karahalios, and Wai-Tat Fu. 2018. To label or not to label: The effect of stance and credibility labels on readers' selection and perception of news articles. Proceedings of the ACM on Human-Computer Interaction 2, CSCW (2018), 1--16.
[94]
Megan Garber. 2012. The newest factchecker: Reddit. https://www.theatlantic.com/technology/archive/2012/10/the-newest-factchecker-reddit/263238/
[95]
R Kelly Garrett. 2009. Echo chambers online?: Politically motivated selective exposure among Internet news users. Journal of computer-mediated communication 14, 2 (2009), 265--285.
[96]
R. Kelly Garrett. 2009. Politically Motivated Reinforcement Seeking: Reframing the Selective Exposure Debate. Journal of Communication 59, 4 (2009), 676--699. https://doi.org/10.1111/j.1460--2466.2009.01452.x
[97]
R Kelly Garrett and Shannon Poulsen. 2019. Flagging Facebook falsehoods: Self-identified humor warnings outperform fact checker and peer warnings. Journal of Computer-Mediated Communication 24, 5 (2019), 240--258.
[98]
R Kelly Garrett and Brian E Weeks. 2013. The promise and peril of real-time corrections to political misperceptions. In Proceedings of the 2013 conference on Computer supported cooperative work. 1047--1058.
[99]
Christine Geeng, Savanna Yee, and Franziska Roesner. 2020. Fake News on Facebook and Twitter: Investigating How People (Don't) Investigate. In Proceedings of the 2020 CHI conference on human factors in computing systems. 1--14.
[100]
Amira Ghenai and Yelena Mejova. 2018. Fake cures: user-centric modeling of health misinformation in social media. Proceedings of the ACM on human-computer interaction 2, CSCW (2018), 1--20.
[101]
Henner Gimpel, Sebastian Heger, Christian Olenberger, and Lena Utz. 2021. The effectiveness of social norms in fighting fake news on social media. Journal of Management Information Systems 38, 1 (2021), 196--221.
[102]
Maria J Grant and Andrew Booth. 2009. A typology of reviews: an analysis of 14 review types and associated methodologies. Health information & libraries journal 26, 2 (2009), 91--108.
[103]
James Grimmelmann. 2015. The virtues of moderation. Yale JL & Tech. 17 (2015), 42.
[104]
Nir Grinberg, Kenneth Joseph, Lisa Friedland, Briony Swire-Thompson, and David Lazer. 2019. Fake news on Twitter during the 2016 US presidential election. Science 363, 6425 (2019), 374--378.
[105]
Destin Groff, Ashley Sun, Anna E Ssentongo, Djibril M Ba, Nicholas Parsons, Govinda R Poudel, Alain Lekoubou, John S Oh, Jessica E Ericson, Paddy Ssentongo, et al . 2021. Short-term and long-term rates of postacute sequelae of SARS-CoV-2 infection: a systematic review. JAMA network open 4, 10 (2021), e2128568--e2128568.
[106]
Felix Hamborg, Norman Meuschke, and Bela Gipp. 2017. Matrix-based news aggregation: exploring different news perspectives. In 2017 ACM/IEEE Joint Conference on Digital Libraries (JCDL). IEEE, 1--10.
[107]
Michael Hameleers and Toni GLA van der Meer. 2020. Misinformation and polarization in a high-choice media environment: How effective are political fact-checkers? Communication Research 47, 2 (2020), 227--250.
[108]
Lawrence C Hamilton, Joel Hartter, and Kei Saito. 2015. Trust in scientists on climate change and vaccines. Sage Open 5, 3 (2015), 2158244015602752.
[109]
Lynn Hasher, David Goldstein, and Thomas Toppino. 1977. Frequency and the conference of referential validity. Journal of verbal learning and verbal behavior 16, 1 (1977), 107--112.
[110]
Naeemul Hassan, Bill Adair, James T Hamilton, Chengkai Li, Mark Tremayne, Jun Yang, and Cong Yu. 2015. The quest to automate fact-checking. In Proceedings of the 2015 computation journalism symposium.
[111]
Lucien Heitz, Krisztina Rozgonyi, Bojana Kostic, Deniz Wagner, and Julia Haas. 2021. AI in Content Curation and Media Pluralism. (2021).
[112]
Alfred Hermida, Fred Fletcher, Darryl Korell, and Donna Logan. 2012. Share, like, recommend: Decoding the social media news consumer. Journalism studies 13, 5--6 (2012), 815--824.
[113]
Benjamin D Horne, Dorit Nevo, Sibel Adali, Lydia Manikonda, and Clare Arrington. 2020. Tailoring heuristics and timing AI interventions for supporting news veracity assessments. Computers in Human Behavior Reports 2 (2020), 100043.
[114]
Carl I Hovland and Walter Weiss. 1951. The influence of source credibility on communication effectiveness. Public opinion quarterly 15, 4 (1951), 635--650.
[115]
Guanxiong Huang and Kang Li. 2016. The effect of anonymity on conformity to group norms in online contexts: A meta-analysis. International journal of communication 10 (2016), 398--415.
[116]
Y Linlin Huang, Kate Starbird, Mania Orand, Stephanie A Stanek, and Heather T Pedersen. 2015. Connected through crisis: Emotional proximity and the spread of misinformation online. In Proceedings of the 18th ACM conference on computer supported cooperative work & social computing. 969--980.
[117]
Robert Huckfeldt, Paul Allen Beck, Russell J Dalton, and Jeffrey Levine. 1995. Political environments, cohesive social groups, and the communication of public opinion. American Journal of Political Science (1995), 1025--1054.
[118]
Robert Huckfeldt, Jeanette Morehouse Mendez, and Tracy Osborn. 2004. Disagreement, ambivalence, and engagement: The political consequences of heterogeneous networks. Political Psychology 25, 1 (2004), 65--95.
[119]
Elle Hunt. 2017. Disputed by multiple fact-checkers': Facebook rolls out new alert to combat fake news. The Guardian 21 (2017).
[120]
Juan-José Igartua and Lifen Cheng. 2009. Moderating effect of group cue while processing news on immigration: Is the framing effect a heuristic process? Journal of Communication 59, 4 (2009), 726--749.
[121]
Jane Im, Sonali Tandon, Eshwar Chandrasekharan, Taylor Denby, and Eric Gilbert. 2020. Synthesized social signals: Computationally-derived social signals from account histories. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems. 1--12.
[122]
H Innes and M Innes. 2021. De-platforming disinformation: conspiracy theories and their control. Information, Communication & Society (2021), 1--19.
[123]
Mike Isaac. 2016. How facebook's fact-checking partnership will work. https://www.nytimes.com/2016/12/15/technology/facebook-fact-checking-fake-news.html
[124]
Farnaz Jahanbakhsh, Amy X Zhang, Adam J Berinsky, Gordon Pennycook, David G Rand, and David R Karger. 2021. Exploring lightweight interventions at posting time to reduce the sharing of misinformation on social media. Proceedings of the ACM on Human-Computer Interaction 5, CSCW1 (2021), 1--42.
[125]
Youngseung Jeon, Bogoan Kim, Aiping Xiong, Dongwon Lee, and Kyungsik Han. 2021. ChamberBreaker: Mitigating the Echo Chamber Effect and Supporting Information Hygiene through a Gamified Inoculation System. Proceedings of the ACM on Human-Computer Interaction 5, CSCW2 (2021), 1--26.
[126]
Shagun Jhaver, Christian Boylston, Diyi Yang, and Amy Bruckman. 2021. Evaluating the effectiveness of deplatforming as a moderation strategy on twitter. Proceedings of the ACM on Human-Computer Interaction 5, CSCW2 (2021), 1--30.
[127]
Shan Jiang and Christo Wilson. 2018. Linguistic signals under misinformation and fact-checking: Evidence from user comments on social media. Proceedings of the ACM on Human-Computer Interaction 2, CSCW (2018), 1--23.
[128]
Neil F Johnson, Nicolas Velásquez, Nicholas Johnson Restrepo, Rhys Leahy, Nicholas Gabriel, Sara El Oud, Minzhang Zheng, Pedro Manrique, Stefan Wuchty, and Yonatan Lupu. 2020. The online competition between pro-and anti- vaccination views. Nature 582, 7811 (2020), 230--233.
[129]
S Mo Jones-Jang, Tara Mortensen, and Jingjing Liu. 2021. Does media literacy help identification of fake news? Information literacy helps, but other literacies don't. American Behavioral Scientist 65, 2 (2021), 371--388.
[130]
The Wall Street Journal. [n.d.]. Breaking news, business, Financial Economic News, World News and Video. https://www.wsj.com/
[131]
Dan M Kahan. 2012. Ideology, motivated reasoning, and cognitive reflection: An experimental study. Judgment and Decision making 8 (2012), 407--24.
[132]
Dan M Kahan. 2017. Misconceptions, misinformation, and the logic of identity-protective cognition. (2017).
[133]
Joseph Kahne and Benjamin Bowyer. 2017. Educating for democracy in a partisan age: Confronting the challenges of motivated reasoning and misinformation. American Educational Research Journal 54, 1 (2017), 3--34.
[134]
Aimée A Kane, Sara Kiesler, and Ruogu Kang. 2018. Inaccuracy Blindness in Collaboration Persists, even with an Evaluation Prompt. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems. 1--9.
[135]
Alireza Karduni, Isaac Cho, Ryan Wesslen, Sashank Santhanam, Svitlana Volkova, Dustin L Arendt, Samira Shaikh, and Wenwen Dou. 2019. Vulnerable to misinformation? Verifi!. In Proceedings of the 24th International Conference on Intelligent User Interfaces. 312--323.
[136]
Harold H Kelley. 1955. Salience of membership and resistance to change of group-anchored attitudes. Human Relations 8, 3 (1955), 275--289.
[137]
David Kempe, Jon Kleinberg, and Éva Tardos. 2003. Maximizing the spread of influence through a social network. In Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining. 137--146.
[138]
Jooyeon Kim, Behzad Tabibian, Alice Oh, Bernhard Schölkopf, and Manuel Gomez-Rodriguez. 2018. Leveraging the crowd to detect and reduce the spread of fake news and misinformation. In Proceedings of the eleventh ACM international conference on web search and data mining. 324--332.
[139]
Seunghyun Kim, Afsaneh Razi, Gianluca Stringhini, Pamela J Wisniewski, and Munmun De Choudhury. 2021. A Human-Centered Systematic Literature Review of Cyberbullying Detection Algorithms. Proceedings of the ACM on Human-Computer Interaction 5, CSCW2 (2021), 1--34.
[140]
Jan Kirchner and Christian Reuter. 2020. Countering fake news: A comparison of possible solutions regarding user acceptance and effectiveness. Proceedings of the ACM on Human-computer Interaction 4, CSCW2 (2020), 1--27.
[141]
Baris Kirdemir, Joseph Kready, Esther Mead, Muhammad Nihal Hussain, Nitin Agarwal, and Donald Adjeroh. 2021. Assessing bias in YouTube's video recommendation algorithm in a cross-lingual and cross-topical context. In International Conference on Social Computing, Behavioral-Cultural Modeling and Prediction and Behavior Representation in Modeling and Simulation. Springer, 71--80.
[142]
Barbara Kitchenham and Stuart Charters. 2007. Guidelines for performing systematic literature reviews in software engineering. (2007).
[143]
CJason Koebler. 2018. Deplatforming Works. vice.com/en/article/bjbp9d/do-social-media-bans-work
[144]
Alex Zhi-Xiong Koo, Min-Hsin Su, SangWon Lee, So-Yun Ahn, and Hernando Rojas. 2021. What Motivates People to Correct Misinformation? Examining the Effects of Third-person Perceptions and Perceived Norms. Journal of Broadcasting & Electronic Media (2021), 1--24.
[145]
Yong Ming Kow, Yubo Kou, Xitong Zhu, and Wang Hin Sy. 2019. ?Just My Intuition": Awareness of Versus Acting on Political News Misinformation. In International Conference on Information. Springer, 469--480.
[146]
Hamutal Kreiner and Eyal Gamliel. 2021. Framing fake news: Asymmetric attribute-framing bias for favorable and unfavorable outcomes. Journal of Experimental Psychology: Learning, Memory, and Cognition (2021).
[147]
Ziva Kunda. 1990. The case for motivated reasoning. Psychological bulletin 108, 3 (1990), 480.
[148]
Maria Knight Lapinski and Rajiv N Rimal. 2005. An explication of social norms. Communication theory 15, 2 (2005), 127--147.
[149]
David Lazer, Matthew Baum, Nir Grinberg, Lisa Friedland, Kenneth Joseph, Will Hobbs, and Carolina Mattsson. 2017. Combating fake news: An agenda for research and action. (2017).
[150]
David MJ Lazer, Matthew A Baum, Yochai Benkler, Adam J Berinsky, Kelly M Greenhill, Filippo Menczer, Miriam J Metzger, Brendan Nyhan, Gordon Pennycook, David Rothschild, et al. 2018. The science of fake news. Science 359, 6380 (2018), 1094--1096.
[151]
Sune Lehmann and Yong-Yeol Ahn. 2018. Complex spreading phenomena in social systems. Springer.
[152]
Kristina Lerman, Xiaoran Yan, and Xin-Zeng Wu. 2016. The" majority illusion" in social networks. PloS one 11, 2 (2016), e0147617.
[153]
Stephan Lewandowsky, Ullrich KH Ecker, Colleen M Seifert, Norbert Schwarz, and John Cook. 2012. Misinformation and its correction: Continued influence and successful debiasing. Psychological science in the public interest 13, 3 (2012), 106--131.
[154]
Stephan Lewandowsky and Klaus Oberauer. 2016. Motivated rejection of science. Current Directions in Psychological Science 25, 4 (2016), 217--222.
[155]
Stephan Lewandowsky and Sander Van Der Linden. 2021. Countering misinformation and fake news through inoculation and prebunking. European Review of Social Psychology 32, 2 (2021), 348--384.
[156]
Björn Lindström, Simon Jangard, Ida Selbing, and Andreas Olsson. 2018. The role of a ?common is moral" heuristic in the stability and change of moral norms. Journal of Experimental Psychology: General 147, 2 (2018), 228.
[157]
Milton Lodge and Charles S Taber. 2013. The rationalizing voter. Cambridge University Press.
[158]
Sahil Loomba, Alexandre de Figueiredo, Simon J Piatek, Kristen de Graaf, and Heidi J Larson. 2021. Measuring the impact of COVID-19 vaccine misinformation on vaccination intent in the UK and USA. Nature human behaviour 5, 3 (2021), 337--348.
[159]
Robert Luzsa and Susanne Mayr. 2021. False consensus in the echo chamber: Exposure to favorably biased social media news feeds leads to increased perception of public support for own opinions. Cyberpsychology: Journal of Psychosocial Research on Cyberspace 15, 1 (2021).
[160]
Diane M Mackie. 1986. Social identification effects in group polarization. Journal of Personality and Social Psychology 50, 4 (1986), 720.
[161]
Gary Marks and Norman Miller. 1987. Ten years of research on the false-consensus effect: An empirical and theoretical review. Psychological bulletin 102, 1 (1987), 72.
[162]
Cameron Martel, Gordon Pennycook, and David G Rand. 2020. Reliance on emotion promotes belief in fake news. Cognitive research: principles and implications 5, 1 (2020), 1--20.
[163]
Philipp K Masur, Dominic James DiFranzo, and Natalya Natalie Bazarova. 2021. Behavioral Contagion on Social Media: Effects of Social Norms, Design Interventions, and Critical Media Literacy on Self-Disclosure. (2021).
[164]
Sandra C Matz, Michal Kosinski, Gideon Nave, and David J Stillwell. 2017. Psychological targeting as an effective approach to digital mass persuasion. Proceedings of the national academy of sciences 114, 48 (2017), 12714--12719.
[165]
Melinda McClure Haughey, Martina Povolo, and Kate Starbird. 2022. Bridging Contextual and Methodological Gaps on the ?Misinformation Beat": Insights from Journalist-Researcher Collaborations at Speed. In CHI Conference on Human Factors in Computing Systems. 1--15.
[166]
D Harrison McKnight and Charles J Kacmar. 2007. Factors and effects of information credibility. In Proceedings of the ninth international conference on Electronic commerce. 423--432.
[167]
Panagiotis Takas Metaxas, Samantha Finn, and Eni Mustafaraj. 2015. Using twittertrails. com to investigate rumor propagation. In Proceedings of the 18th ACM Conference Companion on Computer Supported Cooperative Work & Social Computing. 69--72.
[168]
Miriam J Metzger and Andrew J Flanagin. 2013. Credibility and trust of information in online environments: The use of cognitive heuristics. Journal of pragmatics 59 (2013), 210--220.
[169]
Nicholas Micallef, Mihai Avram, Filippo Menczer, and Sameer Patil. 2021. Fakey: A Game Intervention to Improve News Literacy on Social Media. Proceedings of the ACM on Human-Computer Interaction 5, CSCW1 (2021), 1--27.
[170]
Dale T Miller and Cathy McFarland. 1991. When social comparison goes awry: The case of pluralistic ignorance. (1991).
[171]
Randall K Minas, Robert F Potter, Alan R Dennis, Valerie Bartelt, and Soyoung Bae. 2014. Putting on the thinking cap: using NeuroIS to understand information processing biases in virtual teams. Journal of Management Information Systems 30, 4 (2014), 49--82.
[172]
Martin Moore and Damian Tambini. 2018. Digital dominance: the power of Google, Amazon, Facebook, and Apple. Oxford University Press.
[173]
Patricia Moravec, Randall Minas, and Alan R Dennis. 2018. Fake news on social media: People believe what they want to believe when it makes no sense at all. Kelley School of Business Research Paper 18--87 (2018).
[174]
Mohsen Mosleh, Cameron Martel, Dean Eckles, and David Rand. 2021. Perverse Downstream Consequences of Debunking: Being Corrected by Another User for Posting False Political News Increases Subsequent Sharing of Low Quality, Partisan, and Toxic Content in a Twitter Field Experiment. In proceedings of the 2021 CHI Conference on Human Factors in Computing Systems. 1--13.
[175]
Alexander Muscat and Jonathan Duckworth. 2018. WORLD4: Designing ambiguity for first-person exploration games. In Proceedings of the 2018 Annual Symposium on Computer-Human Interaction in Play. 341--351.
[176]
Ryosuke Nagura, Yohei Seki, Noriko Kando, and Masaki Aono. 2006. A method of rating the credibility of news documents on the web. In Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval. 683--684.
[177]
An T Nguyen, Aditya Kharosekar, Saumyaa Krishnan, Siddhesh Krishnan, Elizabeth Tate, Byron C Wallace, and Matthew Lease. 2018. Believe it or not: Designing a human-ai partnership for mixed-initiative fact-checking. In Proceedings of the 31st Annual ACM Symposium on User Interface Software and Technology. 189--199.
[178]
An T Nguyen, Aditya Kharosekar, Matthew Lease, and Byron Wallace. 2018. An interpretable joint graphical model for fact-checking from crowds. In Thirty-Second AAAI Conference on Artificial Intelligence.
[179]
Raymond S Nickerson. 1998. Confirmation bias: A ubiquitous phenomenon in many guises. Review of general psychology 2, 2 (1998), 175--220.
[180]
Brendan Nyhan and Jason Reifler. 2010. When corrections fail: The persistence of political misperceptions. Political Behavior 32, 2 (2010), 303--330.
[181]
Chitu Okoli. 2015. A guide to conducting a standalone systematic literature review. Communications of the Association for Information Systems 37, 1 (2015), 43.
[182]
James M Olson and Mark P Zanna. 1979. A new look at selective exposure. Journal of Experimental Social Psychology 15, 1 (1979), 1--15.
[183]
B. Ortutay. [n.d.]. Replacing Disputed Flags With Related Articles.
[184]
Mathias Osmundsen, Alexander Bor, Peter Bjerregaard Vahlstrup, Anja Bechmann, and Michael Bang Petersen. 2020. Partisan polarization is the primary psychological motivation behind "fake news" sharing on Twitter. (2020).
[185]
Matthew J Page, Joanne E McKenzie, Patrick M Bossuyt, Isabelle Boutron, Tammy C Hoffmann, Cynthia D Mulrow, Larissa Shamseer, Jennifer M Tetzlaff, Elie A Akl, Sue E Brennan, et al . 2021. The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. Systematic reviews 10, 1 (2021), 1--11.
[186]
Eli Pariser. 2011. The filter bubble: How the new personalized web is changing what we read and how we think. Penguin.
[187]
Namkee Park, Hyun Sook Oh, and Naewon Kang. 2012. Factors influencing intention to upload content on Wikipedia in South Korea: The effects of social norms and individual differences. Computers in Human Behavior 28, 3 (2012), 898--905.
[188]
Gordon Pennycook, Tyrone D Cannon, and David G Rand. 2018. Prior exposure increases perceived accuracy of fake news. Journal of experimental psychology: general 147, 12 (2018), 1865.
[189]
Gordon Pennycook, Ziv Epstein, Mohsen Mosleh, Antonio A Arechar, Dean Eckles, and David G Rand. 2021. Shifting attention to accuracy can reduce misinformation online. Nature 592, 7855 (2021), 590--595.
[190]
Gordon Pennycook, Jonathon McPhetres, Yunhao Zhang, Jackson G Lu, and David G Rand. 2020. Fighting COVID-19 misinformation on social media: Experimental evidence for a scalable accuracy-nudge intervention. Psychological science 31, 7 (2020), 770--780.
[191]
Gordon Pennycook and David G Rand. 2019. Fighting misinformation on social media using crowdsourced judgments of news source quality. Proceedings of the National Academy of Sciences 116, 7 (2019), 2521--2526.
[192]
Gordon Pennycook and David G Rand. 2020. Who falls for fake news? The roles of bullshit receptivity, overclaiming, familiarity, and analytic thinking. Journal of personality 88, 2 (2020), 185--200.
[193]
Gordon Pennycook and David G Rand. 2021. Examining false beliefs about voter fraud in the wake of the 2020 Presidential Election. The Harvard Kennedy School Misinformation Review (2021).
[194]
Richard E Petty and John T Cacioppo. 1986. The elaboration likelihood model of persuasion. In Communication and persuasion. Springer, 1--24.
[195]
Shruti Phadke, Mattia Samory, and Tanushree Mitra. 2021. What Makes People Join Conspiracy Communities? Role of Social Factors in Conspiracy Engagement. Proceedings of the ACM on Human-Computer Interaction 4, CSCW3 (2021), 1--30.
[196]
Lara SG Piccolo, Alisson Puska, Roberto Pereira, and Tracie Farrell. 2020. Pathway to a Human-Values Based Approach to Tackle Misinformation Online. In International Conference on Human-Computer Interaction. Springer, 510--522.
[197]
Sara Pluviano, Caroline Watt, and Sergio Della Sala. 2017. Misinformation lingers in memory: failure of three pro-vaccination strategies. PloS one 12, 7 (2017), e0181640.
[198]
Martin Potthast, Sebastian Köpsel, Benno Stein, and Matthias Hagen. 2016. Clickbait detection. In European Conference on Information Retrieval. Springer, 810--817.
[199]
Hafizh A Prasetya and Tsuyoshi Murata. 2020. A model of opinion and propagation structure polarization in social media. Computational Social Networks 7, 1 (2020), 1--35.
[200]
Deborah A Prentice and Dale T Miller. 1996. Pluralistic ignorance and the perpetuation of social norms by unwitting actors. In Advances in experimental social psychology. Vol. 28. Elsevier, 161--209.
[201]
Neha Puri, Eric A Coomes, Hourmazd Haghbayan, and Keith Gunaratne. 2020. Social media and vaccine hesitancy: new updates for the era of COVID-19 and globalized infectious diseases. Human Vaccines & Immunotherapeutics (2020), 1--8.
[202]
Walter Quattrociocchi, Antonio Scala, and Cass R Sunstein. 2016. Echo chambers on Facebook. Available at SSRN 2795110 (2016).
[203]
Ankita Rao. 2021. Guardian News and Media. (2021, January 5). US pharmacist who tried to ruin Covid vaccine doses is a conspiracy THEORIST, police say. https://www.theguardian.com/us-news/2021/jan/04/wisconsin-pharmacist-covid-19-vaccine-doses-steven-brandenburg.
[204]
Thomson Reuters. [n.d.]. Partly false Claim: Vaccines contain toxic levels of ALUMINUM, polysorbate 80, yeast and other substances.
[205]
Rajiv N Rimal and Maria K Lapinski. 2015. A re-explication of social norms, ten years later. Communication Theory 25, 4 (2015), 393--409.
[206]
Rajiv N Rimal, Maria K Lapinski, Rachel J Cook, and Kevin Real. 2005. Moving toward a theory of normative influences: How perceived benefits and similarity moderate the impact of descriptive norms on behaviors. Journal of health communication 10, 5 (2005), 433--450.
[207]
Rajiv N Rimal and Kevin Real. 2003. Understanding the influence of perceived norms on behaviors. Communication Theory 13, 2 (2003), 184--203.
[208]
Jon Roozenbeek and Sander van der Linden. 2019. Fake news game confers psychological resistance against online misinformation. Palgrave Communications 5, 1 (2019), 1--10.
[209]
Dietram A Scheufele and Nicole M Krause. 2019. Science audiences, misinformation, and fake news. Proceedings of the National Academy of Sciences 116, 16 (2019), 7662--7669.
[210]
Julia Schwarz and Meredith Morris. 2011. Augmenting web pages and search results to support credibility assessment. In Proceedings of the SIGCHI conference on human factors in computing systems. 1245--1254.
[211]
Norbert Schwarz. 2004. Metacognitive experiences in consumer judgment and decision making. Journal of Consumer Psychology 14, 4 (2004), 332--348.
[212]
Norbert Schwarz, Lawrence J Sanna, Ian Skurnik, and Carolyn Yoon. 2007. Metacognitive experiences and the intricacies of setting people straight: Implications for debiasing and public information campaigns. Advances in experimental social psychology 39 (2007), 127--161.
[213]
Colleen M Seifert. 2002. The continued influence of misinformation in memory: What makes a correction effective? In Psychology of learning and motivation. Vol. 41. Elsevier, 265--292.
[214]
Arloc Sherman, Danilo Trisi, Chad Stone, Shelby Gonzales, and Sharon Parrott. 2019. Immigrants Contribute Greatly to US Economy, Despite Administration's ZPublic Chargey Rule Rationale. JSTOR.
[215]
Jieun Shin, Lian Jian, Kevin Driscoll, and François Bar. 2017. Political rumoring on Twitter during the 2012 US presidential election: Rumor diffusion and correction. new media & society 19, 8 (2017), 1214--1235.
[216]
Jieun Shin and Kjerstin Thorson. 2017. Partisan selective sharing: The biased diffusion of fact-checking messages on social media. Journal of Communication 67, 2 (2017), 233--255.
[217]
Nathaniel Sirlin, Ziv Epstein, Antonio A Arechar, and David G Rand. 2021. Digital literacy is associated with more discerning accuracy judgments but not sharing intentions. Harvard Kennedy School Misinformation Review (2021).
[218]
Willem WA Sleegers, Travis Proulx, and Ilja van Beest. 2019. Confirmation bias and misconceptions: Pupillometric evidence for a confirmation bias in misconceptions feedback. Biological psychology 145 (2019), 76--83.
[219]
Steven Sloman, Steven A Sloman, and Philip Fernbach. 2018. The knowledge illusion: Why we never think alone. Penguin.
[220]
Laura M Smith, Linhong Zhu, Kristina Lerman, and Zornitsa Kozareva. 2013. The role of social media in the discussion of controversial topics. In 2013 International Conference on Social Computing. IEEE, 236--243.
[221]
Melodie Yun-Ju Song and Anatoliy Gruzd. 2017. Examining sentiments and popularity of pro-and anti-vaccination videos on YouTube. In Proceedings of the 8th international conference on social media & society. 1--8.
[222]
Gregg Sparkman and Gregory M Walton. 2017. Dynamic norms promote sustainable behavior, even if it is counter- normative. Psychological science 28, 11 (2017), 1663--1674.
[223]
Francesca Spezzano, Anu Shrestha, Jerry Alan Fails, and Brian W Stone. 2021. That's Fake News! Reliability of News When Provided Title, Image, Source Bias & Full Article. Proceedings of the ACM on Human-Computer Interaction 5, CSCW1 (2021), 1--19.
[224]
Kate Starbird, Ahmer Arif, and Tom Wilson. 2019. Disinformation as collaborative work: Surfacing the participatory nature of strategic information operations. Proceedings of the ACM on Human-Computer Interaction 3, CSCW (2019), 1--26.
[225]
Jonathan Stray. 2017. Defense against the dark arts: networked propaganda and counter-propaganda. Tow Center for Digital Journalism. https://medium.com/tow-center/defense-against-the-darkartsnetworked-propaganda-and-counter-propaganda-deb7145aa76a (2017).
[226]
Natalie Jomini Stroud. 2010. Polarization and partisan selective exposure. Journal of communication 60, 3 (2010), 556--576.
[227]
Sharifa Sultana and Susan R Fussell. 2021. Dissemination, Situated Fact-checking, and Social Effects of Misinformation among Rural Bangladeshi Villagers During the COVID-19 Pandemic. Proceedings of the ACM on Human-Computer Interaction 5, CSCW2 (2021), 1--34.
[228]
S Shyam Sundar. 1998. Effect of source attribution on perception of online news stories. Journalism & Mass Communication Quarterly 75, 1 (1998), 55--68.
[229]
S Shyam Sundar, Silvia Knobloch-Westerwick, and Matthias R Hastall. 2007. News cues: Information scent and cognitive heuristics. Journal of the American society for information science and technology 58, 3 (2007), 366--378.
[230]
Cass R Sunstein. 1999. The law of group polarization. University of Chicago Law School, John M. Olin Law & Economics Working Paper 91 (1999).
[231]
Cass R Sunstein and Adrian Vermeule. 2009. Conspiracy theories: Causes and cures. Journal of Political Philosophy 17, 2 (2009), 202--227.
[232]
Briony Swire, Adam J Berinsky, Stephan Lewandowsky, and Ullrich KH Ecker. 2017. Processing political misinformation: comprehending the Trump phenomenon. Royal Society open science 4, 3 (2017), 160802.
[233]
Briony Swire, Ullrich KH Ecker, and Stephan Lewandowsky. 2017. The role of familiarity in correcting inaccurate information. Journal of experimental psychology: learning, memory, and cognition 43, 12 (2017), 1948.
[234]
Charles S Taber and Milton Lodge. 2006. Motivated skepticism in the evaluation of political beliefs. American journal of political science 50, 3 (2006), 755--769.
[235]
Samia Tasnim, Md Mahbub Hossain, and Hoimonty Mazumder. 2020. Impact of rumors and misinformation on COVID-19 in social media. Journal of preventive medicine and public health 53, 3 (2020), 171--174.
[236]
The YouTube Team. 2019. Continuing our work to improve recommendations on YouTube. https://blog.youtube/news-and-events/continuing-our-work-to-improve/
[237]
Hanneke A Teunissen, Renske Spijkerman, Mitchell J Prinstein, Geoffrey L Cohen, Rutger CME Engels, and Ron HJ Scholte. 2012. Adolescents' conformity to their peers' pro-alcohol and anti-alcohol norms: The power of popularity. Alcoholism: Clinical and experimental research 36, 7 (2012), 1257--1267.
[238]
The Economic Time. 2020. Twitter: No more fake news: Twitter will label tweets that contain harmful, misleading content on coronavirus. https://economictimes.indiatimes.com/magazines/panache/no-more-fake-news-twitter-will-label-tweets-that-contain-harmful-misleading-content-on-coronavirus/articleshow/75688104.cms. Online; accessed 13 January 20201.
[239]
The Washington Post. 2013. Fact Checker. https://www.washingtonpost.com/news/fact-checker/. Online; accessed 13 January 2022.
[240]
Emily Thorson. 2015. Identifying and correcting policy misperceptions. Unpublished Paper, George Washington University. Available at http://www. americanpressinstitute.org/wp-content/uploads/2015/04/Project-2-Thorson-2015-Identifying-Political-Misperceptions-UPDATED-4--24.pdf (2015).
[241]
Gleb Tsipursky and Zachary Morford. 2018. Addressing behaviors that lead to sharing fake news. Behavior and Social Issues 27 (2018), AA6--AA10.
[242]
Twitter. 2021. Permanent suspension of @realDonaldTrump. https://blog.twitter.com/en_us/topics/company/2020/suspension.
[243]
Sander van Der Linden, Jon Roozenbeek, and Josh Compton. 2020. Inoculating against fake news about COVID-19. Frontiers in psychology 11 (2020), 2928.
[244]
Bimal Viswanath, Alan Mislove, Meeyoung Cha, and Krishna P Gummadi. 2009. On the evolution of user interaction in facebook. In Proceedings of the 2nd ACM workshop on Online social networks. 37--42.
[245]
Andreas Vlachos and Sebastian Riedel. 2014. Fact checking: Task definition and dataset construction. In Proceedings of the ACL 2014 workshop on language technologies and computational social science. 18--22.
[246]
Soroush Vosoughi, Deb Roy, and Sinan Aral. 2018. The spread of true and false news online. Science 359, 6380 (2018), 1146--1151.
[247]
Claire Wardle, Hossein Derakhshan, et al . 2018. Thinking about "information disorder': formats of misinformation, disinformation, and mal-information. Ireton, Cherilyn; Posetti, Julie. Journalism,?fake news'& disinformation. Paris: Unesco (2018), 43--54.
[248]
Kimberlee Weaver, Stephen M Garcia, Norbert Schwarz, and Dale T Miller. 2007. Inferring the popularity of an opinion from its familiarity: A repetitive voice can sound like a chorus. Journal of personality and social psychology 92, 5 (2007), 821.
[249]
Sam Wineburg and Sarah McGrew. 2017. Lateral reading: Reading less and learning more when evaluating digital information. (2017).
[250]
Donghee Yvette Wohn, Casey Fiesler, Libby Hemphill, Munmun De Choudhury, and J Nathan Matias. 2017. How to handle online risks? Discussing content curation and moderation in social media. In Proceedings of the 2017 CHI Conference Extended Abstracts on Human Factors in Computing Systems. 1271--1276.
[251]
Magdalena Wojcieszak, Stephan Winter, and Xudong Yu. 2020. Social norms and selectivity: Effects of norms of open-mindedness on content selection and affective polarization. Mass Communication and Society 23, 4 (2020), 455--483.
[252]
Jules Woolf, Rajiv N Rimal, and Pooja Sripad. 2014. Understanding the influence of proximal networks on high school athletes' intentions to use androgenic anabolic steroids. Journal of Sport Management 28, 1 (2014), 8--20.
[253]
Waheeb Yaqub, Otari Kakhidze, Morgan L Brockman, Nasir Memon, and Sameer Patil. 2020. Effects of credibility indicators on social media news sharing intent. In Proceedings of the 2020 chi conference on human factors in computing systems. 1--14.
[254]
Amy X Zhang, Aditya Ranganathan, Sarah Emlen Metz, Scott Appling, Connie Moon Sehat, Norman Gilmore, Nick B Adams, Emmanuel Vincent, Jennifer Lee, Martin Robbins, et al . 2018. A structured response to misinformation: Defining and annotating credibility indicators in news articles. In Companion Proceedings of the The Web Conference 2018. 603--612.
[255]
Xichen Zhang and Ali A Ghorbani. 2020. An overview of online fake news: Characterization, detection, and discussion. Information Processing & Management 57, 2 (2020), 102025.
[256]
Bi Zhu, Chuansheng Chen, Elizabeth F Loftus, Qinghua He, Chunhui Chen, Xuemei Lei, Chongde Lin, and Qi Dong. 2012. Brief exposure to misinformation can lead to long-term false memories. Applied Cognitive Psychology 26, 2 (2012), 301--307.
[257]
Bi Zhu, Chuansheng Chen, Elizabeth F Loftus, Chongde Lin, Qinghua He, Chunhui Chen, He Li, Robert K Moyzis, Jared Lessard, and Qi Dong. 2010. Individual differences in false memory from misinformation: Personality characteristics and their interactions with cognitive abilities. Personality and Individual differences 48, 8 (2010), 889--894.
[258]
Arkaitz Zubiaga, Maria Liakata, Rob Procter, Geraldine Wong Sak Hoi, and Peter Tolmie. 2016. Analysing how people orient to and spread rumours in social media by looking at conversational threads. PloS one 11, 3 (2016), e0150989.

Cited By

View all
  • (2024)How do social media users and journalists express concerns about social media misinformation? A computational analysisHarvard Kennedy School Misinformation Review10.37016/mr-2020-147Online publication date: 18-Jun-2024
  • (2024)Ignorance Is Bliss: Anti-Queer Biopolitical Discourse as Conscious Unwillingness to Elaborate Complex InformationHumans10.3390/humans40300164:3(264-278)Online publication date: 16-Aug-2024
  • (2024)Digital cloning of online social networks for language-sensitive agent-based modeling of misinformation spreadPLOS ONE10.1371/journal.pone.030488919:6(e0304889)Online publication date: 21-Jun-2024
  • Show More Cited By

Index Terms

  1. Reviewing Interventions to Address Misinformation: The Need to Expand Our Vision Beyond an Individualistic Focus

    Recommendations

    Comments

    Information & Contributors

    Information

    Published In

    cover image Proceedings of the ACM on Human-Computer Interaction
    Proceedings of the ACM on Human-Computer Interaction  Volume 7, Issue CSCW1
    CSCW
    April 2023
    3836 pages
    EISSN:2573-0142
    DOI:10.1145/3593053
    Issue’s Table of Contents
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

    Publisher

    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 16 April 2023
    Published in PACMHCI Volume 7, Issue CSCW1

    Permissions

    Request permissions for this article.

    Check for updates

    Author Tags

    1. drivers of misinformation
    2. misinformation
    3. misleading content
    4. online communities
    5. social media
    6. social norms

    Qualifiers

    • Research-article

    Contributors

    Other Metrics

    Bibliometrics & Citations

    Bibliometrics

    Article Metrics

    • Downloads (Last 12 months)1,387
    • Downloads (Last 6 weeks)182
    Reflects downloads up to 23 Dec 2024

    Other Metrics

    Citations

    Cited By

    View all
    • (2024)How do social media users and journalists express concerns about social media misinformation? A computational analysisHarvard Kennedy School Misinformation Review10.37016/mr-2020-147Online publication date: 18-Jun-2024
    • (2024)Ignorance Is Bliss: Anti-Queer Biopolitical Discourse as Conscious Unwillingness to Elaborate Complex InformationHumans10.3390/humans40300164:3(264-278)Online publication date: 16-Aug-2024
    • (2024)Digital cloning of online social networks for language-sensitive agent-based modeling of misinformation spreadPLOS ONE10.1371/journal.pone.030488919:6(e0304889)Online publication date: 21-Jun-2024
    • (2024)The Private Life of QAnon: A Mixed Methods Investigation of Americans' Exposure to QAnon Content on the WebProceedings of the ACM on Human-Computer Interaction10.1145/36870578:CSCW2(1-34)Online publication date: 8-Nov-2024
    • (2024)"Here's Your Evidence": False Consensus in Public Twitter Discussions of COVID-19 ScienceProceedings of the ACM on Human-Computer Interaction10.1145/36870108:CSCW2(1-33)Online publication date: 8-Nov-2024
    • (2024)Measuring Epistemic Trust: Towards a New Lens for Democratic Legitimacy, Misinformation, and Echo ChambersProceedings of the ACM on Human-Computer Interaction10.1145/36870018:CSCW2(1-33)Online publication date: 8-Nov-2024
    • (2024)The Landscape of User-centered Misinformation Interventions - A Systematic Literature ReviewACM Computing Surveys10.1145/367472456:11(1-36)Online publication date: 25-Jun-2024
    • (2024)“Who Knows? Maybe it Really Works”: Analysing Users' Perceptions of Health Misinformation on Social MediaProceedings of the 2024 ACM Designing Interactive Systems Conference10.1145/3643834.3661510(1499-1517)Online publication date: 1-Jul-2024
    • (2024)Which Linguistic Cues Make People Fall for Fake News? A Comparison of Cognitive and Affective ProcessingProceedings of the ACM on Human-Computer Interaction10.1145/36410308:CSCW1(1-22)Online publication date: 26-Apr-2024
    • (2024)Profiling the Dynamics of Trust & Distrust in Social Media: A Survey StudyProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642927(1-24)Online publication date: 11-May-2024
    • Show More Cited By

    View Options

    View options

    PDF

    View or Download as a PDF file.

    PDF

    eReader

    View online with eReader.

    eReader

    Login options

    Full Access

    Media

    Figures

    Other

    Tables

    Share

    Share

    Share this Publication link

    Share on social media