COVID-19 en YouTube: Debates y polarización en la esfera digital

COVID-19 on YouTube: Debates and polarisation in the digital sphere

 Oscar Luengo, Granada (España)

 Javier García-Marín, Granada (España)

 Emiliana de-Blasio, Roma (Italia)

https://doi.org/10.3916/C69-2021-01

Palabras clave

Esfera pública, YouTube, ciberpolítica, aprendizaje profundo, polarización, COVID-19

Resumen

Las redes sociales han transformado de forma muy significativa la forma en la que se produce el diálogo político, impulsando una configuración digital de la esfera pública. El presente artículo tiene como objetivo el análisis de la deliberación producida en las redes sociales, con un especial énfasis en la polarización. Tomando como referencia los comentarios observados en YouTube sobre la COVID-19 durante 2020 en España, Italia y Reino Unido, lo cual arroja una muestra de 111.808 comentarios, se aplicaron una serie de técnicas automáticas de análisis basadas en algoritmos, lo que supone una metodología cuantitativa novedosa en este ámbito de estudio. En línea con lo señalado por trabajos previos, la hipótesis que se plantea en este artículo es que el grado de polarización no se da con la misma intensidad en las esferas digitales de distintos casos. De esta manera, cabe esperar unos mayores registros de polarización en la esfera digital de los países del sur de Europa, adscritos a un modelo de pluralismo polarizado, que en países de otros modelos como el liberal. Los resultados confirman la hipótesis, verificando que no solo se observa mayor polarización en España e Italia que en Reino Unido, sino que, a nivel desagregado, los hallazgos apuntan a que la actividad más polarizante obtiene mayor aprobación en los países mediterráneos de nuestra muestra.

Referencias

Allcott, H., & Gentzkow, M. (2017). Social media and fake news in the 2016 election. Journal of Economic Perspectives, 31(2), 211-36. https://doi.org/10.3386/w23089

Link DOI | Link Google Scholar

Allgaier, J. (2019). Science and environmental communication via online video: Strategically distorted communications on climate change and climate engineering on YouTube. Frontiers in Communication, 4(36), 1-18. https://doi.org/10.3389/fcomm.2019.00036

Link DOI | Link Google Scholar

Arias-Maldonado, M. (2016). La digitalización de la conversación pública: Redes sociales, afectividad política y democracia. Revista de Estudios Políticos, 173, 27-54. https://doi.org/10.18042/cepc/rep.173.01

Link DOI | Link Google Scholar

Bakshy, E., Messing, S., & Adamic, L. (2015). Exposure to ideologically diverse news and opinion on Facebook. Science, 348(6239), 1130-1132. https://doi.org/10.1126/science.aaa1160

Link DOI | Link Google Scholar

Berry, C., Kim, S., & Spigel, L. (2010). Electronic elsewheres: Media technology and the experience of social space. University of Minnesota Press. https://bit.ly/33AbcKO

Link Google Scholar

Bimber, B. (1998). The Internet and political transformation: Populism, community, and accelerated pluralism. Polity, 31(1), 133-160. https://doi.org/10.2307/3235370

Link DOI | Link Google Scholar

Blumler, J. (2018). The Crisis of Public Communication 1995-2017. Javnost – The Public, 25(1-2), 83-92. https://doi.org/10.1080/13183222.2018.1418799

Link DOI | Link Google Scholar

Boxell, L., Gentzkow, M., & Shapiro, J. (2017). Greater Internet use is not associated with faster growth in political polarization among US demographic groups. Proceedings of the National Academy of Sciences, 114(40), 10612-10617. https://doi.org/10.1073/pnas.1706588114

Link DOI | Link Google Scholar

Boxell, L., Gentzkow, M., & Shapiro, J. (2020). Cross-country trends in affective polarization. National Bureau of Economic Research. https://doi.org/10.3386/w26669

Link DOI | Link Google Scholar

Bruns, A. (2008). Blogs, Wikipedia second life, and beyond: from production to produsage. Peter Lang.

Link Google Scholar

Conover, M., Ratkiewicz, J., Francisco, M., Gonçalves, B., Menczer, F., & Flammini, A. (2011). Political polarization on twitter. In N. Nicolov & J.G. Shanahan (Eds.), Proceedings of the International AAAI Conference on Web and Social Media (pp. 89-96). The AAAI Press. https://bit.ly/3bxioeB

Link Google Scholar

Dahlberg, L. (2004). The Habermasian public sphere: A specification of the idealized conditions of democratic communication. Studies in Social and Political Thought, 10, 2-18. https://bit.ly/2Nr1BBU

Link Google Scholar

Davis, A. (2019). Political communication: A new introduction for crisis times. Polity. https://bit.ly/3o85j17

Link Google Scholar

Demsar, J., Curk, T., Erjavec, A., Gorup, C., Hocevar, T., Milutinovic, M., Mozina, M., Polajnar, M., Toplak, M., Staric, A., Stajdohar, M., Umek, L., Zagar, L., Zbontar, J., Zitnik, M., & Zupan, B. (2013). Orange: Data mining toolbox. Python. The Journal of machine Learning research, 14(1), 2349-2353. https://bit.ly/3pMIPBR

Link Google Scholar

Dougan, M., & Smith, A. (2016). The political environment on social media. Pew Research Center. https://pewrsr.ch/2NyZWdh

Link Google Scholar

Druckman, J.N., & Levendusky, M.S. (2019). What do we measure when we measure affective polarization? Public Opinion Quarterly, 83(1), 114-122. https://doi.org/10.1093/poq/nfz003

Link DOI | Link Google Scholar

Fleig, A., & von-Scheve, C. (2020). Introduction: Public spheres of resonance – Constellations of affect and language. In A. Fleig, & C. von-Scheve (Eds.), Public spheres of resonance. Constellations of affect and language (pp. 1-16). Routledge. https://doi.org/10.4324/9780429466533-1

Link DOI | Link Google Scholar

Fletcher, R., & Jenkins, J. (2019). Polarisation and the news media in Europe. European Parliamentary Research Service. https://bit.ly/2ZKKpcQ

Link Google Scholar

Fletcher, R., Cornia, A., & Nielsen, R.K. (2020). How polarized are online and offline news audiences? A comparative analysis of twelve countries. The International Journal of Press/Politics, 25(2), 169-195. https://doi.org/10.1177/1940161219892768

Link DOI | Link Google Scholar

Fuchs, C. (2017). Social media. A critical introduction. Sage. https://bit.ly/3tDtDsD

Link Google Scholar

Fung, A., Gilman, H.G., & Shkabatur, J. (2013). Six models for the Internet and politics. International Studies Review, 15(1), 30-47. https://doi.org/10.1111/misr.12028

Link DOI | Link Google Scholar

García-Marín, J., & Calatrava, A. (2018). The use of supervised learning algorithms in political communication and media studies: Locating frames in the press. Comunicación & Sociedad, 31(3), 175-188. https://doi.org/10.15581/003.31.3.175-188

Link DOI | Link Google Scholar

Gidron, N., Adams, J., & Horne, W. (2019). How ideology, economics and institutions shape affective polarization in democratic polities. [Conference]. Annual Conference of the American Political Science Association, Washington DC, United States. https://bit.ly/3aJkmJx

Link Google Scholar

Gozálvez-Pérez, V. (2011). Education for democratic citizenship in a digital culture. [Educacio?n para la ciudadani?a democra?tica en la cultura digital]. Comunicar, 36, 131-138. https://doi.org/10.3916/c36-2011-03-04

Link DOI | Link Google Scholar

Gruzd, A., & Roy, J. (2014). Investigating political polarization on Twitter: A Canadian perspective. Policy & Internet, 6(1), 28-45. https://doi.org/10.1002/1944-2866.POI354

Link DOI | Link Google Scholar

Hallin, D., & Mancini, H. (2004). Comparing media systems. Three models of media and politics. Cambridge University Press. https://doi.org/10.1017/CBO9780511790867

Link DOI | Link Google Scholar

Iyengar, S., Lelkes, Y., Levendusky, M., Malhotra, N., & Westwood, S.J. (2019). The origins and consequences of affective polarization in the United States. Annual Review of Political Science, 22, 129-146. https://doi.org/10.1146/annurev-polisci-051117-073034

Link DOI | Link Google Scholar

Jaidka, K., Zhou, A., & Lelkes, Y. (2019). Brevity is the soul of Twitter: The constraint affordance and political discussion. Journal of Communication, 69(4), 345-372. https://doi.org/10.2139/ssrn.3287552

Link DOI | Link Google Scholar

Lee, J.K., Choi, J., Kim, C., & Kim, Y. (2014). Social media, network heterogeneity, and opinion polarization. Journal of Communication, 64(4), 702-722, https://doi.org/10.1111/jcom.12077

Link DOI | Link Google Scholar

Letsche, T.A., & Berry, M.W. (1997). Large-scale information retrieval with latent semantic indexing. Information sciences, 100(1-4), 105-137. https://doi.org/10.1016/S0020-0255(97)00044-3

Link DOI | Link Google Scholar

López-García, G. (2005). Modelos de comunicación en Internet. Tirant Lo Blanch.

Link Google Scholar

Margetts, H. (2009). Public management change and e-government: The emergence of digital-era governance. In A. Chadwick, & P.N. Howard (Eds.), The Routledge Handbook of Internet Politics (pp. 119-131). Routledge. https://bit.ly/3bkxQeI

Link Google Scholar

Mason, L. (2014). ‘I disrespectfully agree’: The differential effects of partisan sorting on social and issue polarization. American Journal of Political Science, 59(1), 128-145. https://doi.org/10.1111/ajps.12089

Link DOI | Link Google Scholar

Meyer, D., Hornik, K., & Feinerer, I. (2008). Text mining infrastructure. Journal of Statistical Software, 25(5), 1-54. https://doi.org/10.18637/jss.v025.i05

Link DOI | Link Google Scholar

Morlino, L., & Sorice, M. (2021). Quello che abbiamo appreso. In Idd. L’illusione della scelta. Come si manipola l’opinione pubblica in Italia. Luiss University Press.

Link Google Scholar

Olsson, E.J. (2013). A Bayesian simulation model of group deliberation and polarization. In F. Zenker (Ed.), Bayesian argumentation: The practical side of probability (pp. 113-133). Springer. https://doi.org/10.1007/978-94-007-5357-0_6

Link DOI | Link Google Scholar

Oz, M., Zheng, P., & Chen, G. (2018). Twitter versus Facebook: Comparing incivility, impoliteness, and deliberative attributes. New Media & Society, 20, 3400-3419. https://doi.org/10.1177/1461444817749516

Link DOI | Link Google Scholar

Pariser, E. (2011). The filter bubble: What the Internet is hiding from you. Penguin. https://doi.org/10.3139/9783446431164

Link DOI | Link Google Scholar

Prior, M. (2007). Post-broadcast democracy: How Media choice increases inequality in political involvement and polarizes elections. Cambridge University Press. https://doi.org/10.1017/cbo9781139878425

Link DOI | Link Google Scholar

Reese, S., Rutigliano, L., Hyun, K., & Jeong, J. (2007). Mapping the blogosphere: Professional and citizen-based media in the global news arena. Journalism, 8(3), 235-261. https://doi.org/10.1177/1464884907076459

Link DOI | Link Google Scholar

Rowe, I. (2014). Incivility 2.0: A comparative analysis of incivility in online political discussion. Information, Communication & Society, 18(2), 121-138. https://doi.org/10.1080/1369118x.2014.940365

Link DOI | Link Google Scholar

Rubio, R. (2000). Internet en la participación política. Revista de Estudios Políticos, 19, 285-302. https://bit.ly/3unSTVv

Link Google Scholar

Scheufele, D.A. (2001). Democracy for some? How political talk both informs and polarizes the electorate. In R.P. Hart, & D. Shaw (Eds.), Communication and U.S. elections: New agendas (pp. 19-32). Rowman and Littlefield.

Link Google Scholar

Schlesinger, P. (2020). After the post-public sphere. Media Culture and Society, 42(7-8), 1545-1563. https://doi.org/10.1177/0163443720948003

Link DOI | Link Google Scholar

Serrano-Contreras, I., García-Marín, J., & Luengo, O.G. (2020). Measuring online political dialogue: Does polarization trigger more deliberation? Media and Communication, 8(4), 63-72. https://doi.org/10.17645/mac.v8i4.3149

Link DOI | Link Google Scholar

Sorice, M. (2020). La ‘piattaformizzazione’ della sfera pubblica. Comunicazione Politica, 3, 371-388. https://doi.org/10.3270/98799

Link DOI | Link Google Scholar

Spohr, D. (2017). Fake news and ideological polarization: Filter bubbles and selective exposure on social media. Business Information Review, 34(3), 150-160. https://doi.org/10.1177/0266382117722446

Link DOI | Link Google Scholar

Stromer-Galley, J., & Wichowski, A. (2011). Political discussion online. In M.C. Ess (Ed.), The handbook of Internet studies (pp. 168-187). Wiley-Blackwell. https://doi.org/10.1002/9781444314861.ch8

Link DOI | Link Google Scholar

Sunstein, C.R. (2008). Republic.com 2.0. Princeton University Press. https://bit.ly/3vZ7R4b

Link Google Scholar

Sunstein, C.R. (2018). #Republic: Divided democracy in the age of social media. Princeton University Press. https://doi.org/10.2307/j.ctv8xnhtd

Link DOI | Link Google Scholar

Valera-Orgaz, L. (2017). Comparing the democratic value of Facebook discussions across the profiles of Spanish political candidates during the 2011 General Election. Revista Internacional de Sociología, 75(1), 1-15. https://doi.org/10.3989/ris.2017.75.1.15.119

Link DOI | Link Google Scholar

van-Dijck, J., de-Waal, M., & Poell, T. (2018). The platform society public values in a connective world. Oxford University Press. https://doi.org/10.1093/oso/9780190889760.001.0001

Link DOI | Link Google Scholar

Volkmer, I. (2014). The global public sphere: Public communication in the age of reflective interdependence. Polity.

Link Google Scholar

Fundref

Grupo de Investigación en Ciencia Política y de la Administración (SEJ-113, Junta de Andalucía); Facultad de Ciencias Políticas y Sociología de la Universidad de Granada; Università LUISS (Roma).

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