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2022 | OriginalPaper | Buchkapitel

The Dynamics of Online Opinion Formation: Polarization Around the Vaccine Development for COVID-19

verfasst von : Gaurav Jain, Avinash Bapu Sreenivas, Samrat Gupta, Amit Anand Tiwari

Erschienen in: Causes and Symptoms of Socio-Cultural Polarization

Verlag: Springer Singapore

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Abstract

According to the World Health Organization (WHO), social media-induced polarization caused due to the spread of misinformation related to the efficacy and side effects of a COVID-19 vaccine is potentially leading to vaccine hesitancy, one of the top ten threats to global health. In this study, we investigate the dynamics of social media polarization around COVID-19 vaccine which could be one of the causes of vaccine hesitancy. We use a simulation-based model of dynamical co-evolution in adaptive networks wherein interacting individuals influence each other’s opinions to arrive at a final network state. The opinion formation model simulates the temporal dynamics of social media polarization on the comments posted on different COVID-19 vaccine-development-related YouTube videos. The experimental results suggest that the degree of polarization in the online discourse, as measured by the time taken to form consensus, increases with recency in time. This finding significantly contributes to the highly contested debate around whether the flow of information on social media fosters or counteracts polarization.

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Fußnoten
4
Samajwadi Party is a political party in India headquartered in New Delhi.
 
5
BJP- The Bharatiya Janata Party is one of two major political parties in India, along with Indian National Congress. It has been the ruling political party of the Republic of India since 2014
 
17
Smaller values of TL (0.1,0.2) revealed that the network almost never evolve to a consensus. Alternatively, larger values of TL (0.4,0.5,0.6) didn’t provide any meaningful insights as a broader level consensus was formed.
 
Literatur
Zurück zum Zitat Albert R, Barabási A-L (2002) Statistical mechanics of complex networks. Rev Mod Phys 74:47 Albert R, Barabási A-L (2002) Statistical mechanics of complex networks. Rev Mod Phys 74:47
Zurück zum Zitat Allcott H, Boxell L, Conway JC, Gentzkow M, Thaler M, Yang DY (2020) Polarization and public health: partisan differences in social distancing during the coronavirus pandemic. National Bureau of Economic Research. Working Paper No. 26946 Allcott H, Boxell L, Conway JC, Gentzkow M, Thaler M, Yang DY (2020) Polarization and public health: partisan differences in social distancing during the coronavirus pandemic. National Bureau of Economic Research. Working Paper No. 26946
Zurück zum Zitat Amendola L, Marra V, Quartin M (2015) The evolving perception of controversial movies. Palgrave Commun 1(1):1–9 Amendola L, Marra V, Quartin M (2015) The evolving perception of controversial movies. Palgrave Commun 1(1):1–9
Zurück zum Zitat Antona D, Lévy-Bruhl D, Baudon C, Freymuth F, Lamy M, Maine C et al (2013) Measles elimination efforts and 2008–2011 outbreak, France. Emerg Infect Dis:357–364 Antona D, Lévy-Bruhl D, Baudon C, Freymuth F, Lamy M, Maine C et al (2013) Measles elimination efforts and 2008–2011 outbreak, France. Emerg Infect Dis:357–364
Zurück zum Zitat Asaria P, MacMahon E (2006) Measles in the United Kingdom: can we eradicate it by 2010? BMJ 333:890–895 Asaria P, MacMahon E (2006) Measles in the United Kingdom: can we eradicate it by 2010? BMJ 333:890–895
Zurück zum Zitat Bail CA, Argyle LP, Brown TW, Bumpus JP, Chen H, Hunzaker M, Volfovsky A (2018) Exposure to opposing views on social media can increase political polarization. Proc Natl Acad Sci U S A 115:9216–9221 Bail CA, Argyle LP, Brown TW, Bumpus JP, Chen H, Hunzaker M, Volfovsky A (2018) Exposure to opposing views on social media can increase political polarization. Proc Natl Acad Sci U S A 115:9216–9221
Zurück zum Zitat Basch CH, MacLean SA (2019) A content analysis of HPV related posts on Instagram. Hum Vaccines Immunother 15(7–8):1476–1478 Basch CH, MacLean SA (2019) A content analysis of HPV related posts on Instagram. Hum Vaccines Immunother 15(7–8):1476–1478
Zurück zum Zitat Ben-Naim E, Krapivsky PL, Redner S (2004) Bifurcations and patterns in compromise processes. Physica D 183:190 Ben-Naim E, Krapivsky PL, Redner S (2004) Bifurcations and patterns in compromise processes. Physica D 183:190
Zurück zum Zitat Blankenship EB, Goff ME, Yin J, Tse Z, Fu KW, Liang H, Saroha N, Fung IC (2018) Sentiment, contents, and retweets: a study of two vaccine-related twitter datasets. Perm J 22:17–138 Blankenship EB, Goff ME, Yin J, Tse Z, Fu KW, Liang H, Saroha N, Fung IC (2018) Sentiment, contents, and retweets: a study of two vaccine-related twitter datasets. Perm J 22:17–138
Zurück zum Zitat Castellano C, Loreto V, Barrat A, Cecconi F, Parisi D (2005) Comparison of voter and Glauber ordering dynamics of networks. Phys Rev E 71:066107 Castellano C, Loreto V, Barrat A, Cecconi F, Parisi D (2005) Comparison of voter and Glauber ordering dynamics of networks. Phys Rev E 71:066107
Zurück zum Zitat Cranmer SJ, Leifeld P, McClurg SD, Rolfe M (2017) Navigating the range of statistical tools for inferential network analysis. American Journal of Political Science 61(1):237–251 Cranmer SJ, Leifeld P, McClurg SD, Rolfe M (2017) Navigating the range of statistical tools for inferential network analysis. American Journal of Political Science 61(1):237–251
Zurück zum Zitat Das M, Singh P, Mazumdar A (2021) Investigating dynamics of polarization of Youtube true and fake news channels. In: Qureshi I, Bhatt B, Gupta S, Tiwari AA (eds) Causes and symptoms of socio-cultural polarization: role of information and communication technologies. Springer Das M, Singh P, Mazumdar A (2021) Investigating dynamics of polarization of Youtube true and fake news channels. In: Qureshi I, Bhatt B, Gupta S, Tiwari AA (eds) Causes and symptoms of socio-cultural polarization: role of information and communication technologies. Springer
Zurück zum Zitat Deffuant G, Neau D, Amblard F, Weisbuch G (2000) Mixing beliefs among interacting agents. Adv Complex Syst 3(01n04):87–98 Deffuant G, Neau D, Amblard F, Weisbuch G (2000) Mixing beliefs among interacting agents. Adv Complex Syst 3(01n04):87–98
Zurück zum Zitat Del Vicario M, Scala A, Caldarelli G, Eugene Stanley H, Quattrociocchi W (2017) Modeling confirmation bias and polarization. Sci Rep 7:40391 Del Vicario M, Scala A, Caldarelli G, Eugene Stanley H, Quattrociocchi W (2017) Modeling confirmation bias and polarization. Sci Rep 7:40391
Zurück zum Zitat Depoux A, Martin S, Karafillakis B, Preet R, Wilder-Smith A, Larson H (2020) The pandemic of social media panic travels faster than the COVID-19 outbreak. J Travel Med 27:taaa031 Depoux A, Martin S, Karafillakis B, Preet R, Wilder-Smith A, Larson H (2020) The pandemic of social media panic travels faster than the COVID-19 outbreak. J Travel Med 27:taaa031
Zurück zum Zitat Donovan J (2020) Social-media companies must flatten the curve of misinformation. Europe PMC. Nature, PMID: 32291410 Donovan J (2020) Social-media companies must flatten the curve of misinformation. Europe PMC. Nature, PMID: 32291410
Zurück zum Zitat Dorogovtsev SN, Mendes JFF (2002) Evolution of networks. Adv Phys 51:1079 Dorogovtsev SN, Mendes JFF (2002) Evolution of networks. Adv Phys 51:1079
Zurück zum Zitat Dorogovtsev SN, Mendes JFF (2003) Evolution of networks: from biological nets to the internet and WWW. Oxford University Press, Oxford Dorogovtsev SN, Mendes JFF (2003) Evolution of networks: from biological nets to the internet and WWW. Oxford University Press, Oxford
Zurück zum Zitat Fard AE, Verma T (2021) A comprehensive review on countering rumours in the age of online social media platforms. In: Qureshi I, Bhatt B, Gupta S, Tiwari AA (eds) Causes and symptoms of socio-cultural polarization: role of information and communication technologies. Springer Fard AE, Verma T (2021) A comprehensive review on countering rumours in the age of online social media platforms. In: Qureshi I, Bhatt B, Gupta S, Tiwari AA (eds) Causes and symptoms of socio-cultural polarization: role of information and communication technologies. Springer
Zurück zum Zitat Flaherty DK (2011) The vaccine-autism connection: a public health crisis caused by unethical medical practices and fraudulent science. Ann Pharmacother 45(10):1302–1304 Flaherty DK (2011) The vaccine-autism connection: a public health crisis caused by unethical medical practices and fraudulent science. Ann Pharmacother 45(10):1302–1304
Zurück zum Zitat Fredrickson MM, Chen Y (2019) Permutation and randomization tests for network analysis. Soc Netw 59:171–183 Fredrickson MM, Chen Y (2019) Permutation and randomization tests for network analysis. Soc Netw 59:171–183
Zurück zum Zitat Gaffney AM, Rast III, Hackett JD, Hogg MA (2013) Further to the right: uncertainty, political polarization and the American “tea party” movement. Soc Influ 9(4):272–288 Gaffney AM, Rast III, Hackett JD, Hogg MA (2013) Further to the right: uncertainty, political polarization and the American “tea party” movement. Soc Influ 9(4):272–288
Zurück zum Zitat Galam S, Gefen Y, Shapir Y (1982) Sociophysics: A new approach of sociological collective behaviour. I. mean-behaviour description of a strike. J Math Soc 9(1) Galam S, Gefen Y, Shapir Y (1982) Sociophysics: A new approach of sociological collective behaviour. I. mean-behaviour description of a strike. J Math Soc 9(1)
Zurück zum Zitat Garimella K, Gionis A, Parotsidis N, Tatti N (2017a) Balancing information exposure in social networks. In: Advances in neural information processing systems, pp 4663–4671 Garimella K, Gionis A, Parotsidis N, Tatti N (2017a) Balancing information exposure in social networks. In: Advances in neural information processing systems, pp 4663–4671
Zurück zum Zitat Garimella K, Morales GD, Gionis A, Mathioudakis M (2017b) Reducing controversy by connecting opposing views. In: WSDM’17: proceedings of the tenth ACM international conference on web search and data mining, pp 81–90 Garimella K, Morales GD, Gionis A, Mathioudakis M (2017b) Reducing controversy by connecting opposing views. In: WSDM’17: proceedings of the tenth ACM international conference on web search and data mining, pp 81–90
Zurück zum Zitat Glauber RJ (1963) Time-dependent statistics of the Ising model. J Math Phys 4:294 Glauber RJ (1963) Time-dependent statistics of the Ising model. J Math Phys 4:294
Zurück zum Zitat Godlee F, Smith J, Marcovitch H (2011) Wakefield’s article linking MMR vaccine and autism was fraudulent. BMJ:64–66 Godlee F, Smith J, Marcovitch H (2011) Wakefield’s article linking MMR vaccine and autism was fraudulent. BMJ:64–66
Zurück zum Zitat Conover MD, Ratkiewicz J, Francisco M, Gonçalves B, Menczer F, Flammini A (2011) Political polarization on twitter. In: Fifth international AAAI conference on weblogs and social media. ICWSM, Barcelona Conover MD, Ratkiewicz J, Francisco M, Gonçalves B, Menczer F, Flammini A (2011) Political polarization on twitter. In: Fifth international AAAI conference on weblogs and social media. ICWSM, Barcelona
Zurück zum Zitat González-Padilla DA, Tortolero-Blanco L (2020) Social media influence in the COVID-19 pandemic. Int Braz J Urol 46:120–124 González-Padilla DA, Tortolero-Blanco L (2020) Social media influence in the COVID-19 pandemic. Int Braz J Urol 46:120–124
Zurück zum Zitat Gupta S, Deodhar S (2021) Understanding digitally enabled complex networks: a plural granulation based hybrid community detection approach. Inf Technol People Gupta S, Deodhar S (2021) Understanding digitally enabled complex networks: a plural granulation based hybrid community detection approach. Inf Technol People
Zurück zum Zitat Gupta S, Kumar P (2021) A constrained agglomerative clustering approach for unipartite and bipartite networks with application to credit networks. Inf Sci 557:332–354 Gupta S, Kumar P (2021) A constrained agglomerative clustering approach for unipartite and bipartite networks with application to credit networks. Inf Sci 557:332–354
Zurück zum Zitat Gupta S, Kumar P (2016, August) Community detection in heterogenous networks using incremental seed expansion. In: 2016 international conference on data science and engineering (ICDSE). IEEE, pp 1–5 Gupta S, Kumar P (2016, August) Community detection in heterogenous networks using incremental seed expansion. In: 2016 international conference on data science and engineering (ICDSE). IEEE, pp 1–5
Zurück zum Zitat Gupta S, Kumar P (2020) An overlapping community detection algorithm based on rough clustering of links. Data Knowl Eng 125:101777 Gupta S, Kumar P (2020) An overlapping community detection algorithm based on rough clustering of links. Data Knowl Eng 125:101777
Zurück zum Zitat Gupta S, Jain G, Tiwari AA (2021) Investigating the dynamics of polarization in online discourse during COVID-19 pandemic. In: Conference on e-business, e-services and e-society. Springer, Cham, pp 704–709 Gupta S, Jain G, Tiwari AA (2021) Investigating the dynamics of polarization in online discourse during COVID-19 pandemic. In: Conference on e-business, e-services and e-society. Springer, Cham, pp 704–709
Zurück zum Zitat Gupta S, Kumar P, Bhasker B (2016) A rough connectedness algorithm for mining communities in complex networks. In: International conference on big data analytics and knowledge discovery. Springer, Cham, pp 34–48 Gupta S, Kumar P, Bhasker B (2016) A rough connectedness algorithm for mining communities in complex networks. In: International conference on big data analytics and knowledge discovery. Springer, Cham, pp 34–48
Zurück zum Zitat Hussain A, Ali S, Ahmed M, Hussain S (2018) The anti-vaccination movement: a regression in modern medicine. Cureus:1–8 Hussain A, Ali S, Ahmed M, Hussain S (2018) The anti-vaccination movement: a regression in modern medicine. Cureus:1–8
Zurück zum Zitat Jin C, Li Y, Jin X (2017) Political opinion formation: initial opinion distribution and individual heterogeneity of tolerance. Physica A 467:257–266 Jin C, Li Y, Jin X (2017) Political opinion formation: initial opinion distribution and individual heterogeneity of tolerance. Physica A 467:257–266
Zurück zum Zitat Ju C, Wang J, Shi J (2020) The intelligent method of public opinion polarisation modelling and simulation analysis based on multi-dimensional and multi-level evaluation. Behav Inf Technol 1–13 Ju C, Wang J, Shi J (2020) The intelligent method of public opinion polarisation modelling and simulation analysis based on multi-dimensional and multi-level evaluation. Behav Inf Technol 1–13
Zurück zum Zitat Justwan F, Baumgaertner B, Carlisle JE, Clark AK, Clark M (2018) Social media echo chambers and satisfaction with democracy among democrats and Republicans in the aftermath of the 2016 US elections. J Elect Public Opin Parties:424–442 Justwan F, Baumgaertner B, Carlisle JE, Clark AK, Clark M (2018) Social media echo chambers and satisfaction with democracy among democrats and Republicans in the aftermath of the 2016 US elections. J Elect Public Opin Parties:424–442
Zurück zum Zitat Khan S, Faslu Rahman CK, Haritha CV, Jose B, Tiwari R, Dhama K (2020) COVID-19 vaccine acceptance: beliefs and barriers associated with vaccination among the general population in India. J Exp Biol Agric Sci 8(Spl-1-SARS-CoV-2):210–218 Khan S, Faslu Rahman CK, Haritha CV, Jose B, Tiwari R, Dhama K (2020) COVID-19 vaccine acceptance: beliefs and barriers associated with vaccination among the general population in India. J Exp Biol Agric Sci 8(Spl-1-SARS-CoV-2):210–218
Zurück zum Zitat Kligler-Vilenchik N, Baden C, Yarchi M (2020) Interpretative polarization across platforms: how political disagreement develops over time on Facebook, Twitter and WhatsApp. Social Media+Society 6(3) Kligler-Vilenchik N, Baden C, Yarchi M (2020) Interpretative polarization across platforms: how political disagreement develops over time on Facebook, Twitter and WhatsApp. Social Media+Society 6(3)
Zurück zum Zitat Kozma B, Barrat A (2008) Consensus formation on adaptive networks. Physical Review E 77(1):016102 Kozma B, Barrat A (2008) Consensus formation on adaptive networks. Physical Review E 77(1):016102
Zurück zum Zitat Krackhardt D (1988) Predicting with networks: nonparametric multiple regression analysis of dyadic data. Social Networks 10(4):359–381 Krackhardt D (1988) Predicting with networks: nonparametric multiple regression analysis of dyadic data. Social Networks 10(4):359–381
Zurück zum Zitat Krapivsky PL, Redner S (2003) Dynamics of majority rule in two-state interacting spin systems. Phys Rev Lett 90:238701 Krapivsky PL, Redner S (2003) Dynamics of majority rule in two-state interacting spin systems. Phys Rev Lett 90:238701
Zurück zum Zitat Kumar P, Gupta S, Bhasker B (2017) An upper approximation based community detection algorithm for complex networks. Decis Support Syst 96:103–118 Kumar P, Gupta S, Bhasker B (2017) An upper approximation based community detection algorithm for complex networks. Decis Support Syst 96:103–118
Zurück zum Zitat Li HO, Bailey A, Huynh D, Chan J (2020) YouTube as a source of information on COVID-19: a pandemic of misinformation? BMJ Glob Health 5:e002604 Li HO, Bailey A, Huynh D, Chan J (2020) YouTube as a source of information on COVID-19: a pandemic of misinformation? BMJ Glob Health 5:e002604
Zurück zum Zitat Lin, Y., Hu, Z., Zhao, Q., Alias, H., Danaee, M., and Wong, L. (2020). Understanding COVID-19 vaccine demand and hesitancy: a nationwide online survey in China. PLOS Negl Trop Dis. Lin, Y., Hu, Z., Zhao, Q., Alias, H., Danaee, M., and Wong, L. (2020). Understanding COVID-19 vaccine demand and hesitancy: a nationwide online survey in China. PLOS Negl Trop Dis.
Zurück zum Zitat Müller P, Schemer C, Wettstein M, Schulz A, Wirz DS, Engesser S, Wirth W (2017) The polarizing impact of news coverage on populist attitudes in the public: evidence from a panel study in four European democracies. J Commun 67(6):968–992 Müller P, Schemer C, Wettstein M, Schulz A, Wirz DS, Engesser S, Wirth W (2017) The polarizing impact of news coverage on populist attitudes in the public: evidence from a panel study in four European democracies. J Commun 67(6):968–992
Zurück zum Zitat Newman MEJ (2003) The structure and function of complex networks. SIAM Rev 45(2):167–256 Newman MEJ (2003) The structure and function of complex networks. SIAM Rev 45(2):167–256
Zurück zum Zitat Ortiz-Sánchez E, Velando-Soriano A, Pradas-Hernández L, Vargas-Román K, Gómez-Urquiza JL, Cañadas-De la Fuente GA, Albendín-García L (2020) Analysis of the anti-vaccine movement in social networks: a systematic review. Int J Environ Res Public Health 17(15):5394. https://doi.org/10.3390/ijerph17155394 CrossRef Ortiz-Sánchez E, Velando-Soriano A, Pradas-Hernández L, Vargas-Román K, Gómez-Urquiza JL, Cañadas-De la Fuente GA, Albendín-García L (2020) Analysis of the anti-vaccine movement in social networks: a systematic review. Int J Environ Res Public Health 17(15):5394. https://​doi.​org/​10.​3390/​ijerph17155394 CrossRef
Zurück zum Zitat Papakyriakopoulos O, Medina Serrano JC, Hegelich S (2020) The spread of COVID-19 conspiracy theories on social media and the effect of content moderation. The Harvard Kennedy School (HKS) Misinformation Review, 1, special issue on COVID-19 and misinformation. https://doi.org/10.37016/mr-2020-033 Papakyriakopoulos O, Medina Serrano JC, Hegelich S (2020) The spread of COVID-19 conspiracy theories on social media and the effect of content moderation. The Harvard Kennedy School (HKS) Misinformation Review, 1, special issue on COVID-19 and misinformation. https://​doi.​org/​10.​37016/​mr-2020-033
Zurück zum Zitat Pastor-Satorras R, Vespignani A (2004) Evolution and structure of the internet: a statistical physics approach. Cambridge University Press, Cambridge Pastor-Satorras R, Vespignani A (2004) Evolution and structure of the internet: a statistical physics approach. Cambridge University Press, Cambridge
Zurück zum Zitat Pepys MB (2007) Science and serendipity. Clin Med (London, England), 562–578 Pepys MB (2007) Science and serendipity. Clin Med (London, England), 562–578
Zurück zum Zitat Phuong TT, Nguyen DC, Nguyen AT, Nguyen LH, Vu GT, Nguyen CT, Le HT (2020) Fake news affecting the adherence of national response measures during the COVID-19 lockdown period: the experience of Vietnam. Front Public Health. Phuong TT, Nguyen DC, Nguyen AT, Nguyen LH, Vu GT, Nguyen CT, Le HT (2020) Fake news affecting the adherence of national response measures during the COVID-19 lockdown period: the experience of Vietnam. Front Public Health.
Zurück zum Zitat Puri N, Coomes EA, Haghbayan H, Gunaratne K (2020) Social media and vaccine hesitancy: new updates for the era of COVID-19 and globalized infectious diseases. Hum Vaccines Immunother 16(11):2586–2593 Puri N, Coomes EA, Haghbayan H, Gunaratne K (2020) Social media and vaccine hesitancy: new updates for the era of COVID-19 and globalized infectious diseases. Hum Vaccines Immunother 16(11):2586–2593
Zurück zum Zitat Qureshi I, Bhatt B, Gupta S, Tiwari AA (2021) Introduction to the role of information and communication Technologies in Polarization. In: Qureshi I, Bhatt B, Gupta S, Tiwari AA (eds) Causes and symptoms of socio-cultural polarization: role of information and communication technologies. Springer Qureshi I, Bhatt B, Gupta S, Tiwari AA (2021) Introduction to the role of information and communication Technologies in Polarization. In: Qureshi I, Bhatt B, Gupta S, Tiwari AA (eds) Causes and symptoms of socio-cultural polarization: role of information and communication technologies. Springer
Zurück zum Zitat Qureshi I, Fang Y, Haggerty N, Compeau DR, Zhang X (2018) IT-mediated social interactions and knowledge sharing: role of competence-based trust and background heterogeneity. Inf Syst J 28(5):929–955 Qureshi I, Fang Y, Haggerty N, Compeau DR, Zhang X (2018) IT-mediated social interactions and knowledge sharing: role of competence-based trust and background heterogeneity. Inf Syst J 28(5):929–955
Zurück zum Zitat Robins G, Lewis JM, Wang P (2012) Statistical network analysis for analyzing policy networks. Pol Stud J 40(3):375–401 Robins G, Lewis JM, Wang P (2012) Statistical network analysis for analyzing policy networks. Pol Stud J 40(3):375–401
Zurück zum Zitat Romer D, Jamieson KH (2020) Conspiracy theories as barriers to controlling the spread of COVID-19 in the US. Soc Sci Med 263:113356 Romer D, Jamieson KH (2020) Conspiracy theories as barriers to controlling the spread of COVID-19 in the US. Soc Sci Med 263:113356
Zurück zum Zitat Ross DL (1968) Leicester and the anti-vaccination movement, 1853–1889. Trans Leicester Archaeol Hist Soc 43:35–44 Ross DL (1968) Leicester and the anti-vaccination movement, 1853–1889. Trans Leicester Archaeol Hist Soc 43:35–44
Zurück zum Zitat Sasahara K, Chen W, Peng H, Ciampaglia GL, Flammini A, Menczer F (2020) Social influence and unfollowing accelerate the emergence of echo chambers. J Comput Soc Sci:1–3 Sasahara K, Chen W, Peng H, Ciampaglia GL, Flammini A, Menczer F (2020) Social influence and unfollowing accelerate the emergence of echo chambers. J Comput Soc Sci:1–3
Zurück zum Zitat Schmidt A, Zollo F, Scala A, Betsch C, Quattrociocchi W (2018) Polarization of the vaccination debate on Facebook. Elsevier 3606 Schmidt A, Zollo F, Scala A, Betsch C, Quattrociocchi W (2018) Polarization of the vaccination debate on Facebook. Elsevier 3606
Zurück zum Zitat Shahsavari S, Holur P, Wang T, Tangerine TR, Roychowdhury V (2020) Conspiracy in the time of corona: automatic detection of emerging COVID-19 conspiracy theories in social media and the news. J Comput Soc Sci 3:279–317 Shahsavari S, Holur P, Wang T, Tangerine TR, Roychowdhury V (2020) Conspiracy in the time of corona: automatic detection of emerging COVID-19 conspiracy theories in social media and the news. J Comput Soc Sci 3:279–317
Zurück zum Zitat Simms KT, Hanley SJ, Smith MA, Keane A, Canfell K (2020) Impact of HPV vaccine hesitancy on cervical cancer in Japan. Lancet Public Health 5:223–224 Simms KT, Hanley SJ, Smith MA, Keane A, Canfell K (2020) Impact of HPV vaccine hesitancy on cervical cancer in Japan. Lancet Public Health 5:223–224
Zurück zum Zitat Sood V, Redner S (2005) Voter model on heterogenous graphs. Phys Rev Lett 94:178701 Sood V, Redner S (2005) Voter model on heterogenous graphs. Phys Rev Lett 94:178701
Zurück zum Zitat Sunstein CR (2017) # republic. Princeton University Press, Princeton Sunstein CR (2017) # republic. Princeton University Press, Princeton
Zurück zum Zitat Ulvi O, Lippincott N, Khan MH, Mehal P, Bass M, Lambert K, Haque U (2019) The role of social and mainstream media during storms. J Public Health Emerg 3:2–4 Ulvi O, Lippincott N, Khan MH, Mehal P, Bass M, Lambert K, Haque U (2019) The role of social and mainstream media during storms. J Public Health Emerg 3:2–4
Zurück zum Zitat Wojcieszak ME (2011) Computer-mediated false consensus: radical online groups, social networks and news media. Mass Commun Soc 14(4):527–546 Wojcieszak ME (2011) Computer-mediated false consensus: radical online groups, social networks and news media. Mass Commun Soc 14(4):527–546
Zurück zum Zitat Yardi S, Boyd D (2010) Dynamic debates: an analysis of group polarization over time on Twitter. Bull Sci Technol Soc 30(5):316–327 Yardi S, Boyd D (2010) Dynamic debates: an analysis of group polarization over time on Twitter. Bull Sci Technol Soc 30(5):316–327
Metadaten
Titel
The Dynamics of Online Opinion Formation: Polarization Around the Vaccine Development for COVID-19
verfasst von
Gaurav Jain
Avinash Bapu Sreenivas
Samrat Gupta
Amit Anand Tiwari
Copyright-Jahr
2022
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-16-5268-4_3

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