메뉴 건너뛰기




Volumn 69, Issue 1, 2018, Pages 103-122

Using Text Mining to Compare Online Pro- and Anti-Vaccine Headlines: Word Usage, Sentiments, and Online Popularity

Author keywords

Anti Vaccine; Misinformation; Sentiment Analysis; Text Mining; Vaccine

Indexed keywords


EID: 85038349677     PISSN: 10510974     EISSN: 17451035     Source Type: Journal    
DOI: 10.1080/10510974.2017.1414068     Document Type: Article
Times cited : (43)

References (69)
  • 1
    • 84875192242 scopus 로고    scopus 로고
    • Between likes and shares: Effects of emotional appeal and virality on the persuasiveness of anticyberbullying messages on facebook
    • Alhabash, S., McAlister, A. R., Hagerstrom, A., Quilliam, E. T., Rifon, N. J., & Richards, J. I (3), 175–182
    • Alhabash, S., McAlister, A. R., Hagerstrom, A., Quilliam, E. T., Rifon, N. J., & Richards, J. I. (2013). Between likes and shares: Effects of emotional appeal and virality on the persuasiveness of anticyberbullying messages on facebook. Cyberpsychology, Behavior, and Social Networking, 16(3), 175–182. doi:10.1089/cyber.2012.0265
    • (2013) Cyberpsychology, Behavior, and Social Networking , vol.16
  • 2
    • 12944281543 scopus 로고    scopus 로고
    • Reaction times to words vs. symbols for both hands
    • Anderson, K., Dixon, P. W., Karr, L. M., & Yudko, E., (2004). Reaction times to words vs. symbols for both hands. Perceptual and Motor Skills, 99(3), 754–756. doi:10.2466/pms.99.3.754-756
    • (2004) Perceptual and Motor Skills , vol.99 , Issue.3 , pp. 754-756
    • Anderson, K.1    Dixon, P.W.2    Karr, L.M.3    Yudko, E.4
  • 3
    • 39149085676 scopus 로고    scopus 로고
    • Frustrated and confused: The American public rates its cancer-related information-seeking experiences
    • Arora, N. K., Hesse, B. W., Rimer, B. K., Viswanath, K., Clayman, M. L., & Croyle, R. T., (2008). Frustrated and confused: The American public rates its cancer-related information-seeking experiences. Journal of General Internal Medicine, 23(3), 223–228. doi:10.1007/s11606-007-0406-y
    • (2008) Journal of General Internal Medicine , vol.23 , Issue.3 , pp. 223-228
    • Arora, N.K.1    Hesse, B.W.2    Rimer, B.K.3    Viswanath, K.4    Clayman, M.L.5    Croyle, R.T.6
  • 6
    • 79951726134 scopus 로고    scopus 로고
    • Emerging and continuing trends in vaccine opposition website content
    • Bean, S. J., (2011). Emerging and continuing trends in vaccine opposition website content. Vaccine, 29(10), 1874–1880. doi:10.1016/j.vaccine.2011.01.003
    • (2011) Vaccine , vol.29 , Issue.10 , pp. 1874-1880
    • Bean, S.J.1
  • 8
    • 84860457295 scopus 로고    scopus 로고
    • Self-management of type 2 diabetes among African Americans in the Arkansas Delta: A strengths perspective in social-cultural context
    • Bhattacharya, G., (2012). Self-management of type 2 diabetes among African Americans in the Arkansas Delta: A strengths perspective in social-cultural context. Journal of Health Care for the Poor and Underserved, 23(1), 161–178. doi:10.1353/hpu.2012.0035
    • (2012) Journal of Health Care for the Poor and Underserved , vol.23 , Issue.1 , pp. 161-178
    • Bhattacharya, G.1
  • 9
    • 0032358648 scopus 로고    scopus 로고
    • Impact of behavioral intention on effectiveness of message features: Evidence from the family sun safety project
    • Buller, D. B., Borland, R. L., & Burgoon, M., (1998). Impact of behavioral intention on effectiveness of message features: Evidence from the family sun safety project. Human Communication Research, 24(3), 433–453. doi:10.1111/hcre.1998.24.issue-3
    • (1998) Human Communication Research , vol.24 , Issue.3 , pp. 433-453
    • Buller, D.B.1    Borland, R.L.2    Burgoon, M.3
  • 10
    • 0033968112 scopus 로고    scopus 로고
    • Using language intensity to increase the success of a family intervention to protect children from ultraviolet radiation: Predictions from language expectancy theory
    • Buller, D. B., Burgoon, M., Hall, J. R., Levine, N., Taylor, A. M., Beach, B. H., … Bergen, A., (2000). Using language intensity to increase the success of a family intervention to protect children from ultraviolet radiation: Predictions from language expectancy theory. Preventive Medicine, 30(2), 103–114. doi:10.1006/pmed.1999.0600
    • (2000) Preventive Medicine , vol.30 , Issue.2 , pp. 103-114
    • Buller, D.B.1    Burgoon, M.2    Hall, J.R.3    Levine, N.4    Taylor, A.M.5    Beach, B.H.6    Bergen, A.7
  • 11
    • 4544236162 scopus 로고    scopus 로고
    • Intelligence and securityinformatics ISI 2003. Lecture Notes in Computer Science
    • Chen H., Miranda R., Zeng D.D., Demchek C., Schroeder J., Madhusudan T., (eds), Berlin, Germany: Springer:, &,. In, (Eds
    • Burgoon, J. K., Blair, J. P., Qin, T., & Nunamaker, J. F., (2003). Detecting deception through linguistic analysis. In Chen, H., Miranda, R., Zeng, D. D., Demchek, C., Schroeder, J., Madhusudan, T., (Eds.), Intelligence and securityinformatics ISI 2003. Lecture Notes in Computer Science, (Vol. 2665, pp. 91–101). Berlin, Germany: Springer.
    • (2003) Detecting deception through linguistic analysis , vol.2665
    • Burgoon, J.K.1    Blair, J.P.2    Qin, T.3    Nunamaker, J.F.4
  • 12
    • 84987539011 scopus 로고
    • Toward a message‐centered theory of persuasion: Three empirical investigations of language intensity
    • Burgoon, M., Jones, S. B., & Stewart, D., (1975). Toward a message‐centered theory of persuasion: Three empirical investigations of language intensity. Human Communication Research, 1(3), 240–256. doi:10.1111/hcre.1975.1.issue-3
    • (1975) Human Communication Research , vol.1 , Issue.3 , pp. 240-256
    • Burgoon, M.1    Jones, S.B.2    Stewart, D.3
  • 13
    • 12044257822 scopus 로고
    • Relationship between attitudes and evaluative space: A critical review, with emphasis on the separability of positive and negative substrates
    • Cacioppo, J. T., & Berntson, G. G., (1994). Relationship between attitudes and evaluative space: A critical review, with emphasis on the separability of positive and negative substrates. Psychological Bulletin, 115(3), 401–423. doi:10.1037/0033-2909.115.3.401
    • (1994) Psychological Bulletin , vol.115 , Issue.3 , pp. 401-423
    • Cacioppo, J.T.1    Berntson, G.G.2
  • 14
    • 84876241065 scopus 로고    scopus 로고
    • Atkinson W., Wolfe S., Hamborsky J., (eds), Washington, DC: Public Health Foundation, (Eds)
    • th ed.). W., Atkinson, S., Wolfe, & J., Hamborsky (Eds), Washington, DC: Public Health Foundation.
    • (2011) th ed.)
  • 18
    • 0036310624 scopus 로고    scopus 로고
    • Antivaccination activists on the world wide web
    • Davies, P., Chapman, S., & Leask, J., (2002). Antivaccination activists on the world wide web. Archives of Disease in Childhood, 87, 22–25. doi:10.1136/adc.87.1.22
    • (2002) Archives of Disease in Childhood , vol.87 , pp. 22-25
    • Davies, P.1    Chapman, S.2    Leask, J.3
  • 21
    • 77954427835 scopus 로고    scopus 로고
    • Measuring the happiness of large-scale written expression: Songs, blogs, and presidents
    • Dodds, P. S., & Danforth, C. M., (2010). Measuring the happiness of large-scale written expression: Songs, blogs, and presidents. Journal of Happiness Studies, 11(4), 441–456. doi:10.1007/s10902-009-9150-9
    • (2010) Journal of Happiness Studies , vol.11 , Issue.4 , pp. 441-456
    • Dodds, P.S.1    Danforth, C.M.2
  • 22
    • 33644875786 scopus 로고    scopus 로고
    • Medical mistrust, diabetes self-management, and glycemic control in an indigent population with type 2 diabetes
    • Egede, L. E., & Michel, Y., (2006). Medical mistrust, diabetes self-management, and glycemic control in an indigent population with type 2 diabetes. Diabetes Care, 29(1), 131–132. doi:10.2337/diacare.29.01.06.dc05-1642
    • (2006) Diabetes Care , vol.29 , Issue.1 , pp. 131-132
    • Egede, L.E.1    Michel, Y.2
  • 23
    • 0037045898 scopus 로고    scopus 로고
    • How do consumers search for and appraise health information on the world wide web? Qualitative study using focus groups, usability tests, and in-depth interviews
    • Eysenbach, G., & Kohler, C., (2002). How do consumers search for and appraise health information on the world wide web? Qualitative study using focus groups, usability tests, and in-depth interviews. British Medical Journal, 324, 573–577. doi:10.1136/bmj.324.7337.573
    • (2002) British Medical Journal , vol.324 , pp. 573-577
    • Eysenbach, G.1    Kohler, C.2
  • 24
    • 77956186698 scopus 로고    scopus 로고
    • The social life of health information
    • Fox, S., (2011). The social life of health information. Pew Internet & American Life Project, 1–33. Retrieved from http://www.pewinternet.org/files/old-media/Files/Reports/2011/PIP_Social_Life_of_Health_Info.pdf
    • (2011) Pew Internet & American Life Project , pp. 1-33
    • Fox, S.1
  • 25
    • 75649086141 scopus 로고    scopus 로고
    • Language style matching as a predictor of social dynamics in small groups
    • Gonzales, A. L., Hancock, J. T., & Pennebaker, J. W., (2010). Language style matching as a predictor of social dynamics in small groups. Communication Research, 37(1), 3–19. doi:10.1177/0093650209351468
    • (2010) Communication Research , vol.37 , Issue.1 , pp. 3-19
    • Gonzales, A.L.1    Hancock, J.T.2    Pennebaker, J.W.3
  • 26
    • 84887960647 scopus 로고    scopus 로고
    • Use of sentiment analysis for capturing patient experience from free-text comments posted online
    • Greaves, F., Ramirez-Cano, D., Millett, C., Darzi, A., & Donaldson, L., (2013). Use of sentiment analysis for capturing patient experience from free-text comments posted online. Journal of Medical Internet Research, 15(11), e239. doi:10.2196/jmir.2721
    • (2013) Journal of Medical Internet Research , vol.15 , Issue.11 , pp. e239
    • Greaves, F.1    Ramirez-Cano, D.2    Millett, C.3    Darzi, A.4    Donaldson, L.5
  • 30
    • 84895891920 scopus 로고    scopus 로고
    • The effects of anti-vaccine conspiracy theories on vaccination intentions
    • Jolley, D., & Douglas, K. M., (2014). The effects of anti-vaccine conspiracy theories on vaccination intentions. PLoS ONE, 9(2), e89177. doi:10.1371/journal.pone.0089177
    • (2014) PLoS ONE , vol.9 , Issue.2
    • Jolley, D.1    Douglas, K.M.2
  • 31
    • 84893048395 scopus 로고    scopus 로고
    • Parents’ source of vaccine information and impact on vaccine attitudes, beliefs, and nonmedical exemptions
    • Jones, A. M., Omer, S. B., Bednarczyk, R. A., Halsey, N. A., Moulton, L. H., & Salmon, D., (2012). Parents’ source of vaccine information and impact on vaccine attitudes, beliefs, and nonmedical exemptions. Advances in Preventive Medicine, 2012, 1–8. doi:10.1155/2012/932741
    • (2012) Advances in Preventive Medicine , vol.2012 , pp. 1-8
    • Jones, A.M.1    Omer, S.B.2    Bednarczyk, R.A.3    Halsey, N.A.4    Moulton, L.H.5    Salmon, D.6
  • 32
    • 75249094703 scopus 로고    scopus 로고
    • A postmodern Pandora’s box: Anti-vaccination misinformation on the Internet
    • Kata, A., (2010). A postmodern Pandora’s box: Anti-vaccination misinformation on the Internet. Vaccine, 28(7), 1709–1716. doi:10.1016/j.vaccine.2009.12.022
    • (2010) Vaccine , vol.28 , Issue.7 , pp. 1709-1716
    • Kata, A.1
  • 33
    • 84861006887 scopus 로고    scopus 로고
    • Anti-vaccine activists, Web 2.0, and the postmodern paradigm - An overview of tactics and tropes used online by the anti-vaccination movement
    • Kata, A., (2012). Anti-vaccine activists, Web 2.0, and the postmodern paradigm - An overview of tactics and tropes used online by the anti-vaccination movement. Vaccine, 30(25), 3778–3789. doi:10.1016/j.vaccine.2011.11.112
    • (2012) Vaccine , vol.30 , Issue.25 , pp. 3778-3789
    • Kata, A.1
  • 34
    • 77950355514 scopus 로고    scopus 로고
    • New directions in eHealth communication: Opportunities and challenges
    • Kreps, G. L., & Neuhauser, L., (2010). New directions in eHealth communication: Opportunities and challenges. Patient Education and Counseling, 78(3), 329–336. doi:10.1016/j.pec.2010.01.013
    • (2010) Patient Education and Counseling , vol.78 , Issue.3 , pp. 329-336
    • Kreps, G.L.1    Neuhauser, L.2
  • 35
    • 0003856774 scopus 로고
    • New York, NY: Oxford University Press
    • Lazarus, R. S., (1991). Emotion & adaptation. New York, NY: Oxford University Press.
    • (1991) Emotion & adaptation
    • Lazarus, R.S.1
  • 37
    • 84877325960 scopus 로고    scopus 로고
    • NASA faked the moon landing —Therefore, (climate) science is a hoax: An anatomy of the motivated rejection of science
    • Lewandowsky, S., Oberauer, K., & Gignac, G. E., (2013). NASA faked the moon landing —Therefore, (climate) science is a hoax: An anatomy of the motivated rejection of science. Psychological Science, 24(5), 622–633. doi:10.1177/0956797612457686
    • (2013) Psychological Science , vol.24 , Issue.5 , pp. 622-633
    • Lewandowsky, S.1    Oberauer, K.2    Gignac, G.E.3
  • 38
    • 84930720014 scopus 로고    scopus 로고
    • Substandard vaccination compliance and the 2015 measles outbreak
    • Majumder, M. S., Cohn, E. L., Mekaru, S. R., Huston, J. E., & Brownstein, J. S., (2015). Substandard vaccination compliance and the 2015 measles outbreak. JAMA Pediatrics, 169(5), 494–495. doi:10.1001/jamapediatrics.2015.0384
    • (2015) JAMA Pediatrics , vol.169 , Issue.5 , pp. 494-495
    • Majumder, M.S.1    Cohn, E.L.2    Mekaru, S.R.3    Huston, J.E.4    Brownstein, J.S.5
  • 42
    • 84881408290 scopus 로고    scopus 로고
    • Crowdsourcing a word-emotion association lexicon
    • Mohammad, S. M., & Turney, P. D., (2013). Crowdsourcing a word-emotion association lexicon. Computational Intelligence, 29, 436–465. doi:10.1111/j.1467-8640.2012.00460.x
    • (2013) Computational Intelligence , vol.29 , pp. 436-465
    • Mohammad, S.M.1    Turney, P.D.2
  • 43
    • 84990247541 scopus 로고    scopus 로고
    • What makes anti-vaccine websites persuasive? A content analysis of techniques used by anti-vaccine websites to engender anti-vaccine sentiment
    • Moran, M. B., Lucas, M., Everhart, K., Morgan, A., & Prickett, E., (2016). What makes anti-vaccine websites persuasive? A content analysis of techniques used by anti-vaccine websites to engender anti-vaccine sentiment. Journal of Communication in Healthcare, 9(3), 151–163. doi:10.1080/17538068.2016.1235531
    • (2016) Journal of Communication in Healthcare , vol.9 , Issue.3 , pp. 151-163
    • Moran, M.B.1    Lucas, M.2    Everhart, K.3    Morgan, A.4    Prickett, E.5
  • 44
    • 84875371748 scopus 로고    scopus 로고
    • More than words: Social networks’ text mining for consumer brand sentiments
    • Mostafa, M. M., (2013). More than words: Social networks’ text mining for consumer brand sentiments. Expert Systems with Applications, 40(10), 4241–4251. doi:10.1016/j.eswa.2013.01.019
    • (2013) Expert Systems with Applications , vol.40 , Issue.10 , pp. 4241-4251
    • Mostafa, M.M.1
  • 46
    • 84891632021 scopus 로고    scopus 로고
    • Adverse outcomes associated with media exposure to contradictory nutrition messages
    • Nagler, R. H., (2014). Adverse outcomes associated with media exposure to contradictory nutrition messages. Journal of Health Communication, 19(1), 24–40. doi:10.1080/10810730.2013.798384
    • (2014) Journal of Health Communication , vol.19 , Issue.1 , pp. 24-40
    • Nagler, R.H.1
  • 48
    • 84898753023 scopus 로고    scopus 로고
    • Effective messages in vaccine promotion: A randomized trial
    • Nyhan, B., Reifler, J., Richey, S., & Freed, G. L., (2014). Effective messages in vaccine promotion: A randomized trial. Pediatrics, 133(4), e835–e842. doi:10.1542/peds.2013-2365
    • (2014) Pediatrics , vol.133 , Issue.4 , pp. e835-e842
    • Nyhan, B.1    Reifler, J.2    Richey, S.3    Freed, G.L.4
  • 49
    • 84866409561 scopus 로고    scopus 로고
    • Vaccination policies and rates of exemption from immunization, 2005–2011
    • Omer, S. B., Richards, J. L., Ward, M., & Bednarczyk, R. A., (2012). Vaccination policies and rates of exemption from immunization, 2005–2011. New England Journal of Medicine, 367(12), 1170–1171. doi:10.1056/NEJMc1209037
    • (2012) New England Journal of Medicine , vol.367 , Issue.12 , pp. 1170-1171
    • Omer, S.B.1    Richards, J.L.2    Ward, M.3    Bednarczyk, R.A.4
  • 50
    • 65649085535 scopus 로고    scopus 로고
    • Vaccine refusal, mandatory immunization, and the risks of vaccine-preventable diseases
    • Omer, S. B., Salmon, D. A., Orenstein, W. A., deHart, M. P., & Halsey, N., (2009). Vaccine refusal, mandatory immunization, and the risks of vaccine-preventable diseases. New England Journal of Medicine, 360(19), 1981–1988. doi:10.1056/NEJMsa0806477
    • (2009) New England Journal of Medicine , vol.360 , Issue.19 , pp. 1981-1988
    • Omer, S.B.1    Salmon, D.A.2    Orenstein, W.A.3    deHart, M.P.4    Halsey, N.5
  • 53
    • 84962554215 scopus 로고    scopus 로고
    • Association between vaccine refusal and vaccine-preventable diseases in the United States: A review of measles and pertussis
    • Phadke, V. K., Bednarczyk, R. A., Salmon, D. A., & Omer, S. B., (2016). Association between vaccine refusal and vaccine-preventable diseases in the United States: A review of measles and pertussis. Jama, 315(11), 1149–1158. doi:10.1001/jama.2016.1353
    • (2016) Jama , vol.315 , Issue.11 , pp. 1149-1158
    • Phadke, V.K.1    Bednarczyk, R.A.2    Salmon, D.A.3    Omer, S.B.4
  • 55
    • 85047671553 scopus 로고    scopus 로고
    • Walking the tightrope between feeling good and being accurate: Mood as a resource in processing persuasive messages
    • Raghunathan, R., & Trope, Y., (2002). Walking the tightrope between feeling good and being accurate: Mood as a resource in processing persuasive messages. Journal of Personality and Social Psychology, 83(3), 510–525. doi:10.1037/0022-3514.83.3.510
    • (2002) Journal of Personality and Social Psychology , vol.83 , Issue.3 , pp. 510-525
    • Raghunathan, R.1    Trope, Y.2
  • 57
    • 18244376814 scopus 로고    scopus 로고
    • Factors associated with refusal of childhood vaccines among parents of school-aged children: A case-control study
    • Salmon, D. A., Moulton, L. H., Omer, S. B., DeHart, M. P., Stokley, S., & Halsey, N. A., (2005). Factors associated with refusal of childhood vaccines among parents of school-aged children: A case-control study. Archives of Pediatrics & Adolescent Medicine, 159(5), 470–476. doi:10.1001/archpedi.159.5.470
    • (2005) Archives of Pediatrics & Adolescent Medicine , vol.159 , Issue.5 , pp. 470-476
    • Salmon, D.A.1    Moulton, L.H.2    Omer, S.B.3    DeHart, M.P.4    Stokley, S.5    Halsey, N.A.6
  • 60
    • 27344437331 scopus 로고    scopus 로고
    • Vaccination or immunization? The impact of search terms on the internet
    • Wolfe, R. M., & Sharp, L. K., (2005). Vaccination or immunization? The impact of search terms on the internet. Journal of Health Communication, 10(6), 537–551. doi:10.1080/10810730500228847
    • (2005) Journal of Health Communication , vol.10 , Issue.6 , pp. 537-551
    • Wolfe, R.M.1    Sharp, L.K.2
  • 61
    • 0037178590 scopus 로고    scopus 로고
    • Content and design attributes of antivaccination web sites
    • Wolfe, R. M., Sharp, L. K., & Lipsky, M. S., (2002). Content and design attributes of antivaccination web sites. JAMA, 287(24), 3245–3248. doi:10.1001/jama.287.24.3245
    • (2002) JAMA , vol.287 , Issue.24 , pp. 3245-3248
    • Wolfe, R.M.1    Sharp, L.K.2    Lipsky, M.S.3
  • 64
    • 85011923685 scopus 로고    scopus 로고
    • A meta-analysis of the effectiveness of guilt on health-related attitudes and intentions
    • Xu, Z., & Guo, H., (2017). A meta-analysis of the effectiveness of guilt on health-related attitudes and intentions. Health Communication, 1–7. doi:10.1080/10410236.2017.1278633
    • (2017) Health Communication , pp. 1-7
    • Xu, Z.1    Guo, H.2
  • 65
    • 85020300552 scopus 로고    scopus 로고
    • Sentiment analysis and text mining for social media microblogs using open source tools: An empirical study
    • Younis, E. M. G., (2015). Sentiment analysis and text mining for social media microblogs using open source tools: An empirical study. International Journal of Computer Applications, 112(5), 44–48.
    • (2015) International Journal of Computer Applications , vol.112 , Issue.5 , pp. 44-48
    • Younis, E.M.G.1
  • 66
    • 3843099453 scopus 로고    scopus 로고
    • Automating linguistics-based cues for detecting deception in text-based asynchronous computer-mediated communications
    • Zhou, L., Burgoon, J. K., Nunamaker, J. F., & Twitchell, D., (2004). Automating linguistics-based cues for detecting deception in text-based asynchronous computer-mediated communications. Group Decision and Negotiation, 13(1), 81–106. doi:10.1023/B:GRUP.0000011944.62889.6f
    • (2004) Group Decision and Negotiation , vol.13 , Issue.1 , pp. 81-106
    • Zhou, L.1    Burgoon, J.K.2    Nunamaker, J.F.3    Twitchell, D.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.