Semantic network analysis of vaccine sentiment in online social media

Vaccine

Volumn 35, Issue 29, 2017, Pages 3621-3638

  Kang, Gloria J ^a   Ewing Nelson, Sinclair R ^a   Mackey, Lauren ^a   Schlitt, James T ^a   Marathe, Achla ^a   Abbas, Kaja M ^a   Swarup, Samarth ^a  

^a VIRGINIA POLYTECHNIC INSTITUTE AND STATE UNIVERSITY   (United States)

Author keywords

Online social media; Semantic network analysis; Twitter; Vaccine hesitancy; Vaccine sentiment

Indexed keywords

MEASLES MUMPS RUBELLA VACCINE; VACCINE; WART VIRUS VACCINE;

ANALYSIS; ARTICLE; DRUG INDUSTRY; DRUG INFORMATION; EPIDEMIC; HEALTH HAZARD; HUMAN; INTERNET; ONLINE SYSTEM; ORGANIZATION; PREVALENCE; PRIORITY JOURNAL; PUBLIC HEALTH; SEMANTIC NETWORK ANALYSIS; SOCIAL MEDIA; UNITED STATES; VACCINATION; INFORMATION PROCESSING; PATIENT ATTITUDE; PROCEDURES; PSYCHOLOGY; SEMANTIC WEB;

DATA COLLECTION; HUMANS; PATIENT ACCEPTANCE OF HEALTH CARE; SEMANTIC WEB; SOCIAL MEDIA; UNITED STATES; VACCINATION; VACCINES;

EID: 85019673570     PISSN: 0264410X     EISSN: 18732518     Source Type: Journal    
DOI: 10.1016/j.vaccine.2017.05.052     Document Type: Article

References (52)

1. Zipprich, J., Winter, K., Hacker, J., Xia, D., Watt, J., Harriman, K., et al. Measles outbreak–California, December 2014-February 2015. MMWR Morb Mortal Wkly Rep 64 (2015), 153–154.
2. Peretti-Watel, P., Patrick, P.-W., Ward, J.K., Schulz, W.S., Pierre, V., Larson, H.J., Vaccine Hesitancy: Clarifying a Theoretical Framework for an Ambiguous Notion. PLoS Curr, 2015, 10.1371/currents.outbreaks.6844c80ff9f5b273f34c91f71b7fc289.
3. Kang, G.J., Culp, R.K., Abbas, K.M., Facilitators and barriers of parental attitudes and beliefs toward school-located influenza vaccination in the United States: Systematic review. Vaccine 35 (2017), 1987–1995, 10.1016/j.vaccine.2017.03.014.
4. Dubé, E., Gagnon, D., MacDonald, N.E., SAGE Working Group on Vaccine Hesitancy. Strategies intended to address vaccine hesitancy: Review of published reviews. Vaccine 33 (2015), 4191–4203.
5. Betsch, C., Böhm, R., Detrimental effects of introducing partial compulsory vaccination: experimental evidence. Eur J Public Health, 2015, 10.1093/eurpub/ckv154.
6. Betsch, C., Bohm, R., Chapman, G.B., Using behavioral insights to increase vaccination policy effectiveness. Policy Insights from the Behavioral and Brain Sciences 2 (2015), 61–73.
7. Larson, H.J., Cooper, L.Z., Eskola, J., Katz, S.L., Ratzan, S., Addressing the vaccine confidence gap. Lancet 378 (2011), 526–535.
8. Jarrett, C., Wilson, R., O'Leary, M., Eckersberger, E., Larson, H.J., SAGE Working Group on Vaccine Hesitancy. Strategies for addressing vaccine hesitancy - A systematic review. Vaccine 33 (2015), 4180–4190.
9. Hausman, B, Vaccination and the Public in the 21st Century, 2016.
10. Lawrence, H.Y., Hausman, B.L., Dannenberg, C.J., Reframing Medicine's Publics: The Local as a Public of Vaccine Refusal. J Med Humanit 35 (2014), 111–129.
11. Luke, D.A., Harris, J.K., Network analysis in public health: history, methods, and applications. Annu Rev Public Health 28 (2007), 69–93.
12. Salathé, M., Bonhoeffer, S., The effect of opinion clustering on disease outbreaks. J R Soc Interface 5 (2008), 1505–1508.
13. Salathe, M., Bengtsson, L., Bodnar, T.J., Brewer, D.D., Brownstein, J.S., Buckee, C., et al. Digital epidemiology. PLoS Comput Biol, 8, 2012, e1002616.
14. Dredze, M., Broniatowski, D.A., Smith, M.C., Hilyard, K.M., Understanding Vaccine Refusal. Am J Prev Med 50 (2016), 550–552.
15. Salathé, M., Khandelwal, S., Assessing vaccination sentiments with online social media: implications for infectious disease dynamics and control. PLoS Comput Biol, 7, 2011, e1002199.
16. Salathé, M., Vu, D.Q., Khandelwal, S., Hunter, D.R., The dynamics of health behavior sentiments on a large online social network. EPJ Data Sci, 2, 2013, 4.
17. Gloor, P., Diesner, J., Semantic Social Networks. 2014, Springer, Encyclopedia of Social Network Analysis and Mining, 1654–1659.
18. Eklund PW, Haemmerlé O. Conceptual structures: knowledge visualization and reasoning. In: 16th International conference on conceptual structures, ICCS; 2008. p. 7–11.
19. Doerfel ML. What constitutes semantic network analysis? A comparison of research and methodologies. Connect; 1998.
20. Ruiz, J.B., Barnett, G.A., Exploring the presentation of HPV information online: A semantic network analysis of websites. Vaccine 33 (2015), 3354–3359.
21. Ruiz, J.B., Bell, R.A., Understanding vaccination resistance: vaccine search term selection bias and the valence of retrieved information. Vaccine 32 (2014), 5776–5780.
22. Drieger, P., Semantic network analysis as a method for visual text analytics. Procedia - Soc Behav Sci 79 (2013), 4–17.
23. Poland, C.M., Brunson, E.K., The need for a multi-disciplinary perspective on vaccine hesitancy and acceptance. Vaccine 33 (2015), 277–279.
24. Larson, H., Leask, J., Aggett, S., Sevdalis, N., Thomson, A., A multidisciplinary research agenda for understanding vaccine-related decisions. Vaccines 1 (2013), 293–304.
25. Thovex, C., Trichet, F., Semantic social networks analysis. Soc Netw Anal Min 3 (2012), 35–49.
26. Revised report of the SAGE working group on vaccine hesitancy; 2014. http://www.who.int/immunization/sage/meetings/2014/october/SAGE_working_group_revised_report_vaccine_hesitancy.pdf?ua=1 (accessed April 25, 2017).
27. Schlitt JT, Lewis B, Eubank S. ChatterGrabber: A Lightweight Easy to Use Social Media Surveillance Toolkit. Online J Public Health Inform 2015;7. doi:10.5210/ojphi.v7i1.5717.
28. Wasserman, S., Faust, K., Social network analysis: methods and applications. 1994, Cambridge University Press.
29. Van Steen M. Graph theory and complex networks. di.unipi.it; 2010.
30. Freeman, L.C., Centrality in social networks conceptual clarification. Soc Networks 1 (1978), 215–239.
31. Newman, M.E.J., Girvan, M., Finding and evaluating community structure in networks. Phys Rev E Stat Nonlin Soft Matter Phys, 69, 2004, 026113.
32. Fortunato S. Community detection in graphs. Phys Rep 2010/2; 486: 75–174.
33. Batagelj V, Zaversnik M. An O(m) Algorithm for cores decomposition of networks. arXiv [csDS] 2003.
34. Burscher, B., Vliegenthart, R., de Vreese, C.H., Frames beyond words. Soc Sci Comput Rev 34 (2016), 530–545.
35. Schult DA, Swart P. Exploring network structure, dynamics, and function using NetworkX, permalink.lanl.gov; 2008.
36. Csardi, G., Nepusz, T., The igraph software package for complex network research. Int J, Complex Syst 1695 (2006), 1–9.
37. Bastian M, Heymann S, Jacomy M. Gephi: an open source software for exploring and manipulating networks. aaai.org; 2009.
38. An act to amend Sections 120325, 120335, 120370, and 120375 of, to add Section 120338 to, and to repeal Section 120365 of, the Health and Safety Code, relating to public health. n.d.
39. Goldstein, S., MacDonald, N.E., Guirguis, S., SAGE Working Group on Vaccine Hesitancy Health communication and vaccine hesitancy. Vaccine 33 (2015), 4212–4214.
40. Miton, H., Mercier, H., Cognitive obstacles to pro-vaccination beliefs. Trends Cogn Sci 19 (2015), 633–636.
41. Dong X, Gabrilovich E, Heitz G, Horn W, Lao N, Murphy K, et al. Knowledge vault: a web-scale approach to probabilistic knowledge fusion. In: Proceedings of the 20th ACM SIGKDD international conference on knowledge discovery and data mining, New York, NY, USA: ACM; 2014. p. 601–10.
42. Wasserman S, Faust K. Social network analysis: methods and applications. Cambridge University Press; 1994.
43. Freeman LC. Centrality in social networks conceptual clarification. Soc Networks 1978; 1: 215–39.
44. Wasserman S, Faust K. Social network analysis: methods and applications. Cambridge University Press; 1994.
45. Raad, E., Chbeir, R., Socio-graph representations, concepts, data, and analysis. Alhajj, P.R., Rokne, P.J., (eds.) Encyclopedia of social network analysis and mining, 2014, New York, Springer, 1936–1946.
46. Gephi, Heymann S., Encyclopedia of social network analysis and mining, 2014, Springer, New York, 612–625.
47. Koschützki, D., Lehmann, K.A., Peeters, L., Richter, S., Tenfelde-Podehl, D., Zlotowski, O., Centrality Indices. Brandes, U., Erlebach, T., (eds.) Network Analysis, 2005, Springer-Verlag, 16–61.
48. Anderson, J.R., A spreading activation theory of memory. J Verbal Learning Verbal Behavior 22 (1983), 261–295.
49. Dell, G.S., A spreading-activation theory of retrieval in sentence production. Psychol Rev 93 (1986), 283–321.
50. Collins, A.M., Quillian, M.R., Retrieval time from semantic memory. J Verbal Learning Verbal Behavior 8 (1969), 240–247.
51. Collins, A.M., Loftus, E.F., A spreading-activation theory of semantic processing. Psychol Rev 82 (1975), 407–428.
52. Fazio, R.H., Sanbonmatsu, D.M., Powell, M.C., Kardes, F.R., On the automatic activation of attitudes. J Personality Social Psychol 50 (1986), 229–238.