Promoting prevention to fake news through an educational software
DOI:
https://doi.org/10.5753/jis.2024.3769Keywords:
Fake News, Education, Literacies, Lateral Reading, Innoculation Theory, ApplicationAbstract
This paper discusses the development of an educational system that aims to train individuals to recognize false information. The application includes a news analysis module, which highlights information that can help the user read a news story. To do this, the users simply needs to enter the link to the news they wish to analyze. In addition, the system also contains a training module, in which real examples of news stories to be analyzed by users are shown. For each news example, the user must state whether they believe the information to be true or false. The design of the product is theoretically anchored in lateral reading and inoculation theory. The tool was validated in two phases. The first involved 26 participants from different age groups and showed positive acceptance of the software, especially in terms of efficiency and attractiveness. The second phase of validation was aimed specifically at the elderly and had 16 responses, which indicated a deterioration in the user experience for this type of audience, prompting the need to enhance the application with more instructional and accessibility elements.
Downloads
References
Abdin, L. (2019). Bots and fake news: the role of whatsapp in the 2018 brazilian presidential election. Intersections Cross sections: Graduate Conference & Art Exhibition, 41(1).
ACRL (Association of College and Research Libraries) (2015). Framework for Information Literacy for Higher Education. Association of College and Research Libraries, Chicago. [link] Accessed: 04 March 2024.
Allcott, H. and Gentzkow, M. (2017). Social media and fake news in the 2016 election. Journal of economic perspectives, 31(2):211–36. DOI: 10.1257/jep.31.2.211.
Auberry, K. (2018). Increasing students’ ability to identify fake news through information literacy education and content management systems. The Reference Librarian, 59(4):179–187. DOI: 10.1080/02763877.2018.1489935.
Aufderheide, P. (1993). Media literacy. a report of the national leadership conference on media literacy. Education Resources Information Center (ERIC).
Basol, M., Roozenbeek, J., Berriche, M., Uenal, F., McClanahan, W. P., and Linden, S. v. d. (2021). Towards psychological herd immunity: Cross-cultural evidence for two prebunking interventions against covid-19 misinformation. Big Data & Society, 8(1):20539517211013868. DOI: 10.1177/20539517211013868.
Benkler, Y., Faris, R., and Roberts, H. (2018). Network propaganda: Manipulation, disinformation, and radicalization in American politics. Oxford University Press. DOI: 10.1093/oso/9780190923624.001.0001.
Bondielli, A. and Marcelloni, F. (2019). A survey on fake news and rumour detection techniques. Information Sciences, 497:38–55. DOI: 10.1016/j.ins.2019.05.035.
Bovet, A. and Makse, H. A. (2019). Influence of fake news in twitter during the 2016 us presidential election. Nature communications, 10(1):1–14. DOI: 10.1038/s41467-018-07761-2.
Brasil (2018). BNCC (Base Nacional Comum Curricular). Ministério da Educação. [link] Accessed: 04 March 2024.
Breakstone, J., Smith, M., Wineburg, S., Rapaport, A., Carle, J., Garland, M., and Saavedra, A. (2021). Students’ civic online reasoning: A national portrait. SSRN Electronic Journal. DOI: 10.2139/ssrn.3816075.
Brodsky, J., Brooks, P., Scimeca, D., Todorova, R., Galati, P., Batson, M., Grosso, R., Matthews, M., Miller, V., and Caulfield, M. (2021). Improving college students’ fact-checking strategies through lateral reading instruction in a general education civics course. Cognitive Research: Principles and Implications, 6:1–18. DOI: 10.1186/s41235-021-00291-4.
Buchinger, D., Cavalcanti, G., and Hounsell, M. (2014). Mecanismos de busca acadêmica: uma análise quantitativa. Revista brasileira de computação aplicada, 6(1):108–120. DOI: 10.5335/rbca.2014.3452.
Buselic, V. (2019). Information literacy and critical thinking freshman course experience. In 2019 42nd International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO), pages 800–805. IEEE. DOI: 10.23919/MIPRO.2019.8756745.
Carrieri, V., Madio, L., and Principe, F. (2019). Vaccine hesitancy and (fake) news: Quasi-experimental evidence from italy. Health economics, 28(11):1377–1382. DOI: 10.1002/hec.3937.
Caulfield, M. (2017). Web Literacy for Student Fact-Checkers. Pressbooks.
Cinelli, M., Morales, G. D. F., Galeazzi, A., Quattrociocchi, W., and Starnini, M. (2021). The echo chamber effect on social media. Proceedings of the National Academy of Sciences, 118(9). DOI: 10.1073/pnas.2023301118.
Compton, J. (2020). Prophylactic versus therapeutic inoculation treatments for resistance to influence. Communication Theory, 30(3):330–343. DOI: 10.1093/ct/qtz004.
Cook, J., Lewandowsky, S., and Ecker, U. K. (2017). Neutralizing misinformation through inoculation: Exposing misleading argumentation techniques reduces their influence. PloS one, 12(5):e0175799. DOI: 10.1371/journal.pone.0175799.
DeLorenzo, M. (2022). Keyword extractor. [link] Accessed: 04 March 2024.
Dybå, T., Dingsøyr, T., and Hanssen, G. (2007). Applying systematic reviews to diverse study types: An experience report. pages 225 – 234. DOI: 10.1109/ESEM.2007.59.
Eagly, A. H. and Chaiken, S. (1993). The psychology of attitudes. Harcourt Brace Jovanovich, Orlando, FL.
Feldman, R., Sanger, J., et al. (2007). The text mining handbook: advanced approaches in analyzing unstructured data. Cambridge university press. DOI: https://doi.org/10.1017/CBO9780511546914.
Figueira, Á. and Oliveira, L. (2017). The current state of fake news: challenges and opportunities. Procedia Computer Science, 121:817–825. DOI: 10.1016/j.procs.2017.11.106.
Fleming, J. (2015). What do facts have to do with it? exploring instructional emphasis in the stony brook news literacy curriculum. Journal of Media Literacy Education, 7(3):73–92. DOI: 10.23860/jmle-7-3-6.
Google (2022a). Ajuda do google news. [link] Accessed: 04 March 2024.
Google (2022b). Central da pesquisa google. [link] Accessed: 04 March 2024.
Google (2022c). Fact check explorer. [link] Accessed: 04 March 2024.
Google (2022d). Google web search api docs. [link] Accessed: 05 March 2024.
Grace, L. and Hone, B. (2019). Factitious: large scale computer game to fight fake news and improve news literacy. In Extended Abstracts of the 2019 CHI Conference on Human Factors in Computing Systems, pages 1–8. DOI: 10.1145/3290607.3299046.
Hansen, P. R. and Schmidtblaicher, M. (2021). A dynamic model of vaccine compliance: how fake news undermined the danish hpv vaccine program. Journal of business & economic statistics, 39(1):259–271. DOI: 10.1080/07350015.2019.1623045.
Head, A. and Eisenberg, M. (2010). How today’s college students use wikipedia for course-related research. First Monday, 15. DOI: 10.5210/fm.v15i3.2830.
Iancu, I. and Iancu, B. (2020). Designing mobile technology for elderly. a theoretical overview. Technological Forecasting and Social Change, 155:119977. DOI: 10.1016/j.techfore.2020.119977.
Ireland, S. (2018). Fake news alerts: Teaching news literacy skills in a meme world. The Reference Librarian, 59(3):122–128. DOI: 10.1080/02763877.2018.1463890.
Islam, M. S., Kamal, A.-H. M., Kabir, A., Southern, D. L., Khan, S. H., Hasan, S. M., Sarkar, T., Sharmin, S., Das, S., Roy, T., et al. (2021). Covid-19 vaccine rumors and conspiracy theories: The need for cognitive inoculation against misinformation to improve vaccine adherence. PloS one, 16(5). DOI: 10.1371/journal.pone.0251605.
Jardelino, F., Cavalcanti, D. B., and Toniolo, B. (2020). A proliferação das fake news nas eleições brasileiras de 2018. Comunicação Pública, 15(28).
Kitchenham, B. (2004). Procedures for performing systematic reviews. Keele, UK, Keele University, 33(2004):1–26.
Laugwitz, B., Held, T., and Schrepp, M. (2008). Construction and evaluation of a user experience questionnaire. volume 5298, pages 63–76. DOI: 10.1007/978-3-540-89350-96.
Lee, A. and So, C. (2014). Media literacy and information literacy: Similarities and differences. Comunicar. Media Education Research Journal, 22(1). DOI: 10.3916/C42-2014-13.
Lewandowsky, S. and Van Der Linden, S. (2021). Countering misinformation and fake news through inoculation and prebunking. European Review of Social Psychology, pages 1–38. DOI: 10.1080/10463283.2021.1876983.
Maertens, R., Anseel, F., and van der Linden, S. (2020). Combatting climate change misinformation: Evidence for longevity of inoculation and consensus messaging effects. Journal of Environmental Psychology, 70:101455. DOI: 10.1016/j.jenvp.2020.101455.
Maksl, A., Ashley, S., and Craft, S. (2015). Measuring news media literacy. Journal of Media Literacy Education, 6(3):29–45. DOI: 10.23860/jmle-6-3-3.
Marshall, H. and Drieschova, A. (2018). Post-truth politics in the uk’s brexit referendum. New Perspectives, 26(3):89–105. DOI: 10.1177/2336825X1802600305.
Mcdougall, J. (2019). Media literacy versus fake news: critical thinking, resilience and civic engagement. Media Studies, 10(19):29–45. DOI: 10.20901/ms.10.19.2.
McGrew, S. (2020). Learning to evaluate: An intervention in civic online reasoning. Computers & Education, 145:103711. DOI: 10.1016/j.compedu.2019.103711.
McGrew, S., Breakstone, J., Ortega, T., Smith, M., and Wineburg, S. (2018). Can students evaluate online sources? learning from assessments of civic online reasoning. Theory & Research in Social Education, 46(2):165–193. DOI: 10.1080/00933104.2017.1416320.
McGuire, W. J. (1961). Resistance to persuasion conferred by active and passive prior refutation of the same and alternative counterarguments. The Journal of Abnormal and Social Psychology, 63(2):326. DOI: 10.1037/h0048344.
McGuire, W. J. (1964). Inducing resistance to persuasion: Some contemporary approaches. In Advances in experimental social psychology, volume 1, pages 191–229. Elsevier. DOI: 10.1016/S0065-2601(08)60052-0.
McKay, S. and Tenove, C. (2021). Disinformation as a threat to deliberative democracy. Political Research Quarterly, 74(3):703–717. DOI: 10.1177/1065912920938143.
Medeiros, F. and Braga, R. (2020). Fake news detection in social media: A systematic review. In Anais do XVI Simpósio Brasileiro de Sistemas de Informação. SBC. DOI: 10.5753/sbsi.2020.13782.
Meirelles, F. d. S. (2021). 27ª pesquisa anual do uso de ti.
Metascraper (2022). Metascraper. [link] Accessed: 04 March 2024.
Montagni, I., Ouazzani-Touhami, K., Mebarki, A., Texier, N., Schück, S., Tzourio, C., et al. (2021). Acceptance of a covid-19 vaccine is associated with ability to detect fake news and health literacy. Journal of Public Pealth. DOI: 10.1093/pubmed/fdab028.
Mozilla (2021a). Cascading style sheets (css). [link] Accessed: 04 March 2024.
Mozilla (2021b). Javascript. [link] Accessed: 04 March 2024.
Oliveira, L., Costa, A., and Fernandes, V. (2019). Inteligência artificial aplicada a detecção de fake news. In Anais da VII Escola Regional de Computação do Ceará, Maranhão e Piauí, pages 230–237. SBC.
OpenJS (2021). Node.js. [link] Accessed: 04 March 2024.
O’Connor, C. and Murphy, M. (2020). Going viral: doctors must tackle fake news in the covid-19 pandemic. bmj, 369(10.1136). DOI: 10.1136/bmj.m1587.
Pressman, R. and Bruce R. Maxim, D. (2014). Software Engineering: A Practitioner’s Approach. McGraw-Hill Education.
Richardson, R. J. (1985). Pesquisa social: métodos e técnicas. Atlas São Paulo.
Roozenbeek, J. and Van Der Linden, S. (2019). The fake news game: actively inoculating against the risk of misinformation. Journal of Risk Research, 22(5):570–580. DOI: 10.1080/13669877.2018.1443491.
Rosenbaum, J. E., Beentjes, J. W., and Konig, R. P. (2008). Mapping media literacy key concepts and future directions. Annals of the International Communication Association, 32(1):313–353. DOI: 10.1080/23808985.2008.11679081.
Santos, V. and Pereira, C. (2023). Sistema educacional de orientação sobre fake news. In Anais do IV Workshop sobre as Implicações da Computação na Sociedade, pages 50–61, Porto Alegre, RS, Brasil. SBC. DOI: 10.5753/wics.2023.230603.
Schrepp, M. (2015). User Experience Questionnaire Handbook. DOI: 10.13140/RG.2.1.2815.0245.
Sevcenko, N. (2018). A Revolta da Vacina: Mentes insanas em corpos rebeldes. Editora Unesp.
Shu, K., Sliva, A., Wang, S., Tang, J., and Liu, H. (2017). Fake news detection on social media: A data mining perspective. ACM SIGKDD Explorations Newsletter, 19. DOI: 10.1145/3137597.3137600.
Siqueira, A. B. d. and Cerigatto, M. P. (2012). Mídia-educação no ensino médio: por que e como fazer. Educar em Revista, (44):235–254. DOI: 10.1590/S0104-40602012000200015.
Sommerville, I. (2015). Software Engineering. Pearson Education.
Spinelli, E. M. and de Almeida Santos, J. (2018). Jornalismo na era da pós-verdade: fact-checking como ferramenta de combate às fake news. Revista Observatório, 4(3):759–782.
Sydell, L. (2016). We tracked down a fake-news creator in the suburbs. here’s what we learned. National Public Radio, 23. [link] Accessed: 04 March 2024.
van der Linden, S., Dixon, G., Clarke, C., and Cook, J. (2021). Inoculating against covid-19 vaccine misinformation. EClinicalMedicine, 33. DOI: 10.1016/j.eclinm.2021.100772.
Van der Linden, S., Leiserowitz, A., Rosenthal, S., and Maibach, E. (2017). Inoculating the public against misinformation about climate change. Global Challenges, 1(2):1600008. DOI: 10.1002/gch2.201600008.
Villela, H. F., Corrêa, F., Ribeiro, J., Rabelo, A., and Carvalho, D. (2023). Fake news detection: a systematic literature review of machine learning algorithms and datasets. Journal on Interactive Systems, 14:47–58. DOI: 10.5753/jis.2023.3020.
Vue.js (2021). Vue.js. [link] Accessed: 04 March 2024.
Walsh-Moorman, E. A., Pytash, K. E., and Ausperk, M. (2020). Naming the moves: Using lateral reading to support students’ evaluation of digital sources. Middle School Journal, 51(5):29–34. DOI: 10.1080/00940771.2020.1814622.
Wardle, C. and Derakhshan, H. (2018). Thinking about ‘information disorder’: formats of misinformation, disinformation, and mal-information. In Ireton, C. and Posetti, J., editors, Journalism,‘fake news’ & disinformation, pages 43–54. Unesco, Paris. DOI: 10.5007/1518-2924.2021.e76900.
WHATWG (2021). Html - living standard. [link] Accessed: 04 March 2024.
Wineburg, S. and McGrew, S. (2017). Lateral reading: Reading less and learning more when evaluating digital information. DOI: 10.2139/ssrn.3048994.
Wineburg, S. and McGrew, S. (2019). Lateral reading and the nature of expertise: Reading less and learning more when evaluating digital information. Teachers College Record, 121(11):1–40. DOI: 10.1177/016146811912101102.
Wong, N. C. (2016). ”vaccinations are safe and effective”: Inoculating positive hpv vaccine attitudes against antivaccination attack messages. Communication Reports, 29(3):127–138. DOI: 10.1080/08934215.2015.1083599.
Zhang, X. and Ghorbani, A. A. (2020). An overview of online fake news. Information Processing & Management, 57(2). DOI: 10.1016/j.ipm.2019.03.004.
Downloads
Additional Files
Published
How to Cite
Issue
Section
License
Copyright (c) 2024 Valmir V. de Almeida Santos, Claudia Pinto Pereira
This work is licensed under a Creative Commons Attribution 4.0 International License.
JIS is free of charge for authors and readers, and all papers published by JIS follow the Creative Commons Attribution 4.0 International (CC BY 4.0) license.