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Varieties of corona news: a cross-national study on the foundations of online misinformation production during the COVID-19 pandemic

Author

Listed:
  • Cantay Caliskan

    (University of Rochester)

  • Alaz Kilicaslan

    (University of Wisconsin-Whitewater)

Abstract

Misinformation in the media is produced by hard-to-gauge thought mechanisms employed by individuals or collectivities. In this paper, we shed light on what the country-specific factors of falsehood production in the context of COVID-19 Pandemic might be. Collecting our evidence from the largest misinformation dataset used in the COVID-19 misinformation literature with close to 11,000 pieces of falsehood, we explore patterns of misinformation production by employing a variety of methodological tools including algorithms for text similarity, clustering, network distances, and other statistical tools. Covering news produced in a span of more than 14 months, our paper also differentiates itself by its use of carefully controlled hand-labeling of topics of falsehood. Findings suggest that country-level factors do not provide the strongest support for predicting outcomes of falsehood, except for one phenomenon: in countries with serious press freedom problems and low human development, the mostly unknown authors of misinformation tend to focus on similar content. In addition, the intensity of discussion on animals, predictions and symptoms as part of fake news is the biggest differentiator between nations; whereas news on conspiracies, medical equipment and risk factors offer the least explanation to differentiate. Based on those findings, we discuss some distinct public health and communication strategies to dispel misinformation in countries with particular characteristics. We also emphasize that a global action plan against misinformation is needed given the highly globalized nature of the online media environment.

Suggested Citation

  • Cantay Caliskan & Alaz Kilicaslan, 2023. "Varieties of corona news: a cross-national study on the foundations of online misinformation production during the COVID-19 pandemic," Journal of Computational Social Science, Springer, vol. 6(1), pages 191-243, April.
    • Handle: RePEc:spr:jcsosc:v:6:y:2023:i:1:d:10.1007_s42001-022-00193-5
    DOI: 10.1007/s42001-022-00193-5
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    References listed on IDEAS

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    1. van Buuren, Stef & Groothuis-Oudshoorn, Karin, 2011. "mice: Multivariate Imputation by Chained Equations in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 45(i03).
    2. Romer, Daniel & Jamieson, Kathleen Hall, 2020. "Conspiracy theories as barriers to controlling the spread of COVID-19 in the U.S," Social Science & Medicine, Elsevier, vol. 263(C).
    3. Hunt Allcott & Matthew Gentzkow, 2017. "Social Media and Fake News in the 2016 Election," NBER Working Papers 23089, National Bureau of Economic Research, Inc.
    4. Sahil Loomba & Alexandre Figueiredo & Simon J. Piatek & Kristen Graaf & Heidi J. Larson, 2021. "Measuring the impact of COVID-19 vaccine misinformation on vaccination intent in the UK and USA," Nature Human Behaviour, Nature, vol. 5(3), pages 337-348, March.
    5. Saraceno, Chiara, 2016. "Varieties of familialism: Comparing four southern European and East Asian welfare regimes," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 26(4), pages 314-326.
    6. Anuragini Shirish & Shirish C. Srivastava & Shalini Chandra, 2021. "Impact of mobile connectivity and freedom on fake news propensity during the COVID-19 pandemic: a cross-country empirical examination," European Journal of Information Systems, Taylor & Francis Journals, vol. 30(3), pages 322-341, May.
    7. Wei Hong & Ru-De Liu & Yi Ding & Jacqueline Hwang & Jia Wang & Yi Yang, 2021. "Cross-Country Differences in Stay-at-Home Behaviors during Peaks in the COVID-19 Pandemic in China and the United States: The Roles of Health Beliefs and Behavioral Intention," IJERPH, MDPI, vol. 18(4), pages 1-14, February.
    8. Hye Jung Jung & Kyung Wha Oh & HaeJung Maria Kim, 2021. "Country Differences in Determinants of Behavioral Intention towards Sustainable Apparel Products," Sustainability, MDPI, vol. 13(2), pages 1-23, January.
    9. Hunt Allcott & Matthew Gentzkow, 2017. "Social Media and Fake News in the 2016 Election," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 211-236, Spring.
    Full references (including those not matched with items on IDEAS)

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