The effects of infotainment on public reaction to North Korea using hybrid text mining: Content analysis, machine learning-based sentiment analysis, and co-word analysis

Autores/as

DOI:

https://doi.org/10.3145/epi.2021.may.06

Palabras clave:

Framing, Infotainment, Supervised machine learning, Sentiment analysis, Text analysis, Co-words analysis, Social media, News, YouTube, VideoMug, North Korea, South Korea

Resumen

This study proposes alternative measures of infotainment´s effects on audience perception and reception of news on social media, focusing on infotainment coverage of North Korea. We determine the elements of framing strategies and narrative styles in facilitating public attention, positive and negative responses, and engagement in news content. We used the YouTube application programming interface to collect data from VideoMug, Korea´s most popular YouTube channel, run by the Seoul Broadcasting System. We examined 23,774 replies commenting on North Korea-related video clips from July 1, 2018, to May 17, 2019. The findings show that entertainment and human interest frames were effective in drawing public attention to news coverage about North Korea. Using humor and colloquial language facilitated public attention (both positive and negative) and public engagement. Over half (59.55%) of the comments generated positive emotions; less than one-third generated negative emotions (31.41%); and a few generated neutral ones (9.03%). The infotainment approach helped make South Koreans´ attitudes toward North Korea and inter-Korean relations more positive. A small number of users who served as top authorities were extremely partisan and conducted intense debates about infotainment practices. This study´s hybrid analytical framework using computerized text mining techniques offers both theoretical and methodological insights into the function of infotainment in the context of social media.

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Abulaish, Muhammad; Kamal, Ashraf (2018). "Self-deprecating sarcasm detection: An amalgamation of rule-based and machine learning approach". In: Proceedings of the IEEE/WIC/ACM International conference on web intelligence (WI), Santiago, Chile, pp. 1-6. https://doi.org/10.1109/WI.2018.00-35

Amenaghawon, Francis; Salawu, Abiodun (2020). "Framing of the 2019 Nigerian presidential election in Alaroye newspaper". African renaissance, v. 17, n. 1, pp. 253-269. https://journals.co.za/doi/abs/10.31920/2516-5305/2020/17n1a12

Baum, Matthew A. (2003) "Soft news and political knowledge: Evidence of absence or absence of evidence?". Political communication, v. 20, n. 2, pp. 173-190. https://doi.org/10.1080/10584600390211181

Berrocal-Gonzalo, Salomé; Redondo-Garcí­a, Marta; Torres-Chico, Luis-Miguel (2015). "Economic crisis as spectacle in Spain: Infotainment in quality press coverage of the 2012 financial sector rescue". Communication & society, v. 28, n. 4, pp. 1-16. https://doi.org/10.15581/003.28.4.1-16

Brants, Kees; De-Vreese, Claes; Mí¶ller, Judith; Van-Praag, Philip (2010). "The real spiral of cynicism? Symbiosis and mistrust between politicians and journalists". International journal of press/politics, v. 15, n. 1, pp. 25-40. https://doi.org/10.1177/1940161209351005

Bryant, Jennings; Miron, Dorina (2004). "Theory and research in mass communication". Journal of communication, v. 54, n. 4, pp. 662-704. https://doi.org/10.1111/j.1460-2466.2004.tb02650.x

Campbell, Alastair (2007). The Blair years: The Alastair Campbell diaries. London: Random House. ISBN: 978 0 307268310

Chung, Mun-Young; Lessman, Justin R.; Fan, Meijing (2014). "Framing the nuke: How news media among six countries in the six-party talks framed North Korea´s nuclear test". North Korean review, v. 10, n. 1, pp. 22-38. https://www.jstor.org/stable/43908929

Curran, Nathaniel-Ming; Gibson, Jenna (2019). "Conflict and responsibility: Content analysis of American news media organizations´ framing of North Korea". Media, war & conflict, v. 13, n. 3, pp. 352-371. https://doi.org/10.1177/1750635219839203

Dai, Jia; Hyun, Kideuk (2010). "Global risk, domestic framing: Coverage of the North Korean nuclear test by US, Chinese, and South Korean news agencies". Asian journal of communication, v. 20, n. 3, pp. 299-317. https://doi.org/10.1080/01292981003802184

Dalton, Bronwen; Jung, Kyungja; Willis, Jacqueline; Bell, Markus (2016). "Framing and dominant metaphors in the coverage of North Korea in the Australian media". The Pacific review, v. 29, n. 4, pp. 1-25. https://doi.org/10.1080/09512748.2015.1022588

Danowski, James A.; Yan, Bei; Riopelle, Ken (2021). "A semantic network approach to measuring sentiment". Quality & quantity, v. 55, pp. 221-255. https://doi.org/10.1007/s11135-020-01000-x

Dhande, Lina L.; Patnaik, Girish K. (2014). "Analyzing sentiment of movie review data using Naí¯ve Bayes neural classifier". International journal of emerging trends & technology in computer science, v. 3, n. 4, pp. 313-320. https://www.ijettcs.org/pabstract.php?vol=Volume3Issue4&pid=IJETTCS-2014-08-25-138

Entman, Robert M. (2005). Projections of power: Framing news, public opinion, and U.S. foreign policy. Chicago: University of Chicago Press, ISBN: 978 0 226210728

Gautam, Geetika; Yadav, Divakar (2014). "Sentiment analysis of Twitter data using machine learning approaches and semantic analysis". In: 2014 Seventh international conference on contemporary computing (IC3), pp. 437-442. https://doi.org/10.1109/IC3.2014.6897213

Ghanem, Salma I. (1997). "Filling in the tapestry: The second level of agenda setting". In: McCombs, Maxwell E.; Shaw, Donald, L.; Weaver, David H. (eds.). Communication and democracy: Exploring the intellectual frontiers in agenda-setting theory. Mahwah, NJ: Lawrence Erlbaum, pp. 3-14. ISBN: 978 0 805825558 https://doi.org/10.4324/9780203810880

Gusterson, Hugh (2008). "Paranoid potbellied Stalinist gets nuclear weapons: How the U.S. print media cover North Korea". The nonproliferation review, v. 15, n. 1, pp. 21-42. https://doi.org/10.1080/10736700701852894

Haridakis, Paul; Hanson, Gary (2009). "Social interaction and co-viewing with YouTube: Blending mass communication reception and social connection". Journal of broadcasting & electronic media, v. 53, n. 2, pp. 317-335. https://doi.org/10.1080/08838150902908270

Hendriks-Vettehen, Paul; Nuijten, Koos; Beentjes, Johannes (2005). "News in an age of competition: The case of sensationalism in Dutch television news, 1995-2001". Journal of broadcasting & electronic media, v. 49, n. 3, pp. 282-295. https://doi.org/10.1207/s15506878jobem4903_2

Horan, Tyler J. (2013). "Soft´ versus "˜hard´ news on microblogging networks: Semantic analysis of Twitter produsage". Information, communication & society, v. 16, n. 1, pp. 43-60. https://doi.org/10.1080/1369118X.2011.649774

Ittefaq, Muhammad (2019). "Digital diplomacy via social networks: A cross-national analysis of governmental usage of Facebook and Twitter for digital engagement". Journal of contemporary Eastern Asia, v. 18, n. 1, pp. 49-69. https://doi.org/10.17477/jcea.2019.18.1.049

Jebril, Nael; Albaek, Erik; De-Vreese, Claes H. (2013) "Infotainment, cynicism and democracy: The effects of privatization vs personalization in the news". European journal of communication, v. 28, n. 2, pp. 105-121. https://doi.org/10.1177/0267323112468683

Jiyoon, Kim; Friedhoff, Karl; Chungku, Kang; Euicheol, Lee (2015). South Korean attitudes toward North Korea and reunification. Asian public opinion report. https://thediplomat.com/wp-content/uploads/2015/01/thediplomat_2015-01-29_13-53-09.pdf

Lim, Jeongsub; Seo, Hyunjin (2009). "Frame flow between government and the news media and its effects on the public: Framing of North Korea". International journal of public opinion research, v. 21, n. 2, pp. 204-223. https://doi.org/10.1093/ijpor/edp011

Marinov, Robert (2020). "Mapping the infotainment literature: Current trajectories and suggestions for future research". The communication review, v. 23, n. 1. https://doi.org/10.1080/10714421.2019.1682894

Mason, Alicia (2019). "Media frames and crisis events: Understanding the impact on corporate reputations, responsibility attributions, and negative affect". International journal of business communication, v. 56, n. 3, pp. 414-431. https://doi.org/10.1177/2329488416648951

McCombs, Maxwell E. (2005). "A look at agenda-setting: Past, present and future". Journalism studies, v. 6, n. 4, pp. 543-557. https://doi.org/10.1080/14616700500250438

McCombs, Maxwell E.; Llamas, Juan-Pablo; López-Escobar, Esteban; Rey, Federico (1997). "Candidate images in Spanish elections: Second-Level agenda-setting effects". Journalism & mass communication quarterly, v. 74, n. 4, pp. 703-717. https://doi.org/10.1177/107769909707400404

Mujica, Constanza; Bachmann, Ingrid (2016). "The impact of melodramatic news coverage on information recall and comprehension". Journalism studies, v. 19, n. 3, pp. 334-352. https://doi.org/10.1080/1461670X.2016.1190661

Norris, Pippa (2000). A virtuous circle: Political communications in postindustrial societies. Cambridge: Cambridge University Press. ISBN: 978 0 511609343

Otto, Lukas; Glogger, Isabella; Boukes, Mark (2017). "The softening of journalistic political communication: A comprehensive framework model of sensationalism, soft news, infotainment, and tabloidization". Communication theory, v. 27, n. 2, pp. 136-155. https://doi.org/10.1111/comt.12102

Park, Han Woo (2021). "Use of North Korea-related videos in South Korea: A case study of videomug". Društvena istraživanja. In press.

Park, Han Woo; Lim, Yon-Soo (2020). "Do North Korean social media show signs of change?: An examination of a YouTube channel using qualitative tagging and social network analysis". Journal of contemporary Eastern Asia, v. 19, n. 1, pp. 123-143. https://doi.org/10.17477/jcea.2020.19.1.123

Park, Han Woo; Yoon, Jungwon (2019). "Structural characteristics of institutional collaboration in North Korea analyzed through domestic publications". Scientometrics, v. 119, n. 2, pp. 771-787. https://doi.org/10.1007/s11192-019-03056-5

Park, Sejung (2019). "We love or hate when celebrities speak up about climate change: receptivity to celebrity involvement in environmental campaigns". Journal of contemporary Eastern Asia, v. 18, n. 1, pp. 175-188. https://doi.org/10.17477/jcea.2019.18.1.175

Park, Sejung; Hoffner, Cynthia A. (2020). "Tweeting about mental health to honor Carrie Fisher: how# InHonorOfCarrie reinforced the social influence of celebrity advocacy". Computers in human behavior, v. 110, pp. 1-11. https://doi.org/10.1016/j.chb.2020.106353

Rich, Timothy S. (2019). "South Korean perceptions of unification: Evidence from an experimental survey". Georgetown journal of international affairs, v. 20, n. 1, pp. 142-149. https://doi.org/10.1353/gia.2019.0022

Rieder, Bernhard (2015). YouTube data tools. https://tools.digitalmethods.net/netvizz/youtube

Santos, Carla A.; Tainsky, Scott; Schmidt, K. Alexander; Shim, Changsup (2013). "Framing the octagon: An analysis of news-media coverage of mixed martial arts". International journal of sport communication, v. 6, n. 1, pp. 66-86. https://doi.org/10.1123/ijsc.6.1.66

Scheufele, Dietram A.; Tewksbury, David (2007). "Framing, agenda setting, and priming: The evolution of three media effects models". Journal of communication, v. 57, n. 1, pp. 9-20. https://doi.org/10.1111/j.0021-9916.2007.00326.x

Schivinski, Bruno; Christodoulides, George; Dabrowski, Dariusz (2016). "Measuring consumers´ engagement with brand-related social-media content: Development and validation of a scale that identifies levels of social-media engagement with brands". Journal of advertising research, v. 56, n. 1, pp. 64-80. https://doi.org/10.2501/JAR-2016-004

Semetko, Holli A.; Valkenburg, Patti M. (2000). "Framing European politics: A content analysis of press and television news". Journal of communication, v. 50, n. 2, pp. 93-109. https://doi.org/10.1111/j.1460-2466.2000.tb02843.x

Seo, Hyunjin (2009). "International media coverage of North Korea: Study of journalists and news reports on the six-party nuclear talks". Asian journal of communication, v. 19, n. 1. https://doi.org/10.1080/01292980802618056

Shapiro, Matthew A.; Bolsen, Toby (2019). "Korean perceptions of transboundary air pollution and domestic coal development: Two framing experiments". Energy policy, v. 126, pp. 333-342. https://doi.org/10.1016/j.enpol.2018.11.013

Singh, Pravesh-Kumar; Husain, Mohd-Shahid (2014). "Methodological study of opinion mining and sentiment analysis techniques". International journal on soft computing, v. 5, n. 1, pp. 11-21. https://doi.org/10.5121/ijsc.2014.5102

Thelwall, Mike; Sud, Pardeep; Vis, Farida (2012). "Commenting on YouTube videos: From Guatemalan rock to El Big Bang". Journal of the American Society for Information Science and Technology, v. 63, n. 3, pp. 616-629. https://doi.org/10.1002/asi.21679

Thussu, Daya-Kishan (2011). "Infotainment Inc.: The ascent of a global ideology". In: Papathanassopoulos, Stylianos (ed.). Media perspectives for the 21st century. New York: Routledge, pp. 68-82. ISBN: 978 0 415574990

Wormwood, Jolie-Bauman; Lin, Yu-Ru; Lynn, Spencer K.; Barrett, Lisa-Feldman; Quigley, Karen S. (2019). "Psychological impact of mass violence depends on affective tone of media content". PLoS one, v. 14, n. 4, pp. 1-20. https://doi.org/10.1371/journal.pone.0213891

Yoon, Jungwon; Park, Han Woo (2020). "Pattern and trend of scientific knowledge production in North Korea by a semantic network analysis of papers in journal titled technological innovation". Scientometrics. v. 124, n. 2, pp. 1421-1438. https://doi.org/10.1007/s11192-020-03497-3

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Publicado

2021-05-13

Cómo citar

Park, S., Bier, L. M., & Park, H. W. (2021). The effects of infotainment on public reaction to North Korea using hybrid text mining: Content analysis, machine learning-based sentiment analysis, and co-word analysis. Profesional De La información, 30(3). https://doi.org/10.3145/epi.2021.may.06

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Sección

Artí­culos de investigación / Research articles