Published on in Vol 17, No 10 (2015): October

Social Listening: A Content Analysis of E-Cigarette Discussions on Twitter

Social Listening: A Content Analysis of E-Cigarette Discussions on Twitter

Social Listening: A Content Analysis of E-Cigarette Discussions on Twitter

Journals

  1. Allem J, Chu K, Cruz T, Unger J. Waterpipe Promotion and Use on Instagram: #Hookah. Nicotine & Tobacco Research 2017:ntw329 View
  2. Hébert E, Case K, Kelder S, Delk J, Perry C, Harrell M. Exposure and Engagement With Tobacco- and E-Cigarette–Related Social Media. Journal of Adolescent Health 2017;61(3):371 View
  3. Kelley D, Brown M, Murray A, Blake K. Prevalence and Characteristics of Twitter Posts About Court-Ordered, Tobacco-Related Corrective Statements: Descriptive Content Analysis. JMIR Public Health and Surveillance 2019;5(4):e12878 View
  4. Kim K, Gibson L, Williams S, Kim Y, Binns S, Emery S, Hornik R. Valence of Media Coverage About Electronic Cigarettes and Other Tobacco Products From 2014 to 2017: Evidence From Automated Content Analysis. Nicotine & Tobacco Research 2020;22(10):1891 View
  5. Carlyle K, Guidry J, Dougherty S, Burton C. Intimate Partner Violence on Instagram: Visualizing a Public Health Approach to Prevention. Health Education & Behavior 2019;46(2_suppl):90S View
  6. Rose S, Jo C, Binns S, Buenger M, Emery S, Ribisl K. Perceptions of Menthol Cigarettes Among Twitter Users: Content and Sentiment Analysis. Journal of Medical Internet Research 2017;19(2):e56 View
  7. Allem J, Ferrara E, Uppu S, Cruz T, Unger J. E-Cigarette Surveillance With Social Media Data: Social Bots, Emerging Topics, and Trends. JMIR Public Health and Surveillance 2017;3(4):e98 View
  8. Paek H, Baek H, Lee S, Hove T. Electronic Cigarette Themes on Twitter: Dissemination Patterns and Relations with Online News and Search Engine Queries in South Korea. Health Communication 2020;35(1):1 View
  9. Widmar N, Bir C, Clifford M, Slipchenko N. Social media sentimentas an additional performance measure? Examples from iconic theme park destinations. Journal of Retailing and Consumer Services 2020;56:102157 View
  10. Cho H, Li W, Shen L, Cannon J. Mechanisms of Social Media Effects on Attitudes Toward E-Cigarette Use: Motivations, Mediators, and Moderators in a National Survey of Adolescents. Journal of Medical Internet Research 2019;21(6):e14303 View
  11. Davis M, Zheng K, Liu Y, Levy H. Public Response to Obamacare on Twitter. Journal of Medical Internet Research 2017;19(5):e167 View
  12. Jun J, Kim S, Wu L. Tobacco Risk Information and Comparative Risk Assessment of E-Cigarettes Vs. Cigarettes: Application of the Reinforcing Spirals Model. Journal of Health Communication 2019;24(4):422 View
  13. Lazard A, Wilcox G, Tuttle H, Glowacki E, Pikowski J. Public reactions to e-cigarette regulations on Twitter: a text mining analysis. Tobacco Control 2017;26(e2):e112 View
  14. Zhan Y, Liu R, Li Q, Leischow S, Zeng D. Identifying Topics for E-Cigarette User-Generated Contents: A Case Study From Multiple Social Media Platforms. Journal of Medical Internet Research 2017;19(1):e24 View
  15. Bian J, Zhao Y, Salloum R, Guo Y, Wang M, Prosperi M, Zhang H, Du X, Ramirez-Diaz L, He Z, Sun Y. Using Social Media Data to Understand the Impact of Promotional Information on Laypeople’s Discussions: A Case Study of Lynch Syndrome. Journal of Medical Internet Research 2017;19(12):e414 View
  16. Zhan Y, Etter J, Leischow S, Zeng D. Electronic cigarette usage patterns: a case study combining survey and social media data. Journal of the American Medical Informatics Association 2019;26(1):9 View
  17. Liu J, Lochbuehler K, Yang Q, Gibson L, Hornik R. Breadth of Media Scanning Leads to Vaping among Youth and Young Adults: Evidence of Direct and Indirect Pathways from a National Longitudinal Survey. Journal of Health Communication 2020;25(2):91 View
  18. Kim Y, Huang J, Emery S. Garbage in, Garbage Out: Data Collection, Quality Assessment and Reporting Standards for Social Media Data Use in Health Research, Infodemiology and Digital Disease Detection. Journal of Medical Internet Research 2016;18(2):e41 View
  19. McCausland K, Maycock B, Leaver T, Jancey J. The Messages Presented in Electronic Cigarette–Related Social Media Promotions and Discussion: Scoping Review. Journal of Medical Internet Research 2019;21(2):e11953 View
  20. Yang Q, Liu J, Lochbuehler K, Hornik R. Does Seeking e-Cigarette Information Lead to Vaping? Evidence from a National Longitudinal Survey of Youth and Young Adults. Health Communication 2019;34(3):298 View
  21. Lienemann B, Unger J, Cruz T, Chu K. Methods for Coding Tobacco-Related Twitter Data: A Systematic Review. Journal of Medical Internet Research 2017;19(3):e91 View
  22. Young L, Soliz S, Xu J, Young S. A review of social media analytic tools and their applications to evaluate activity and engagement in online sexual health interventions. Preventive Medicine Reports 2020;19:101158 View
  23. Keller M, Mosadeghi S, Cohen E, Kwan J, Spiegel B. Reproductive Health and Medication Concerns for Patients With Inflammatory Bowel Disease: Thematic and Quantitative Analysis Using Social Listening. Journal of Medical Internet Research 2018;20(6):e206 View
  24. Anderson L, Bell H, Gilbert M, Davidson J, Winter C, Barratt M, Win B, Painter J, Menone C, Sayegh J, Dasgupta N. Using Social Listening Data to Monitor Misuse and Nonmedical Use of Bupropion: A Content Analysis. JMIR Public Health and Surveillance 2017;3(1):e6 View
  25. Lazard A, Saffer A, Wilcox G, Chung A, Mackert M, Bernhardt J. E-Cigarette Social Media Messages: A Text Mining Analysis of Marketing and Consumer Conversations on Twitter. JMIR Public Health and Surveillance 2016;2(2):e171 View
  26. Astill Wright L, Golder S, Balkham A, McCambridge J. Understanding public opinion to the introduction of Minimum Unit Pricing in Scotland: a qualitative study using Twitter. (Preprint). JMIR Public Health and Surveillance 2018 View
  27. Gibson L, Siegel L, Kranzler E, Volinsky A, O’Donnell M, Williams S, Yang Q, Kim Y, Binns S, Tran H, Maidel Epstein V, Leffel T, Jeong M, Liu J, Lee S, Emery S, Hornik R. Combining Crowd-Sourcing and Automated Content Methods to Improve Estimates of Overall Media Coverage: Theme Mentions in E-cigarette and Other Tobacco Coverage. Journal of Health Communication 2019;24(12):889 View
  28. Astill Wright L, Golder S, Balkham A, McCambridge J. Understanding public opinion to the introduction of minimum unit pricing in Scotland: a qualitative study using Twitter. BMJ Open 2019;9(6):e029690 View
  29. Pomputius A. Can You Hear Me Now? Social Listening as a Strategy for Understanding User Needs. Medical Reference Services Quarterly 2019;38(2):181 View
  30. Cho H, Silver N, Na K, Adams D, Luong K, Song C. Visual Cancer Communication on Social Media: An Examination of Content and Effects of #Melanomasucks. Journal of Medical Internet Research 2018;20(9):e10501 View
  31. McCausland K, Maycock B, Leaver T, Wolf K, Freeman B, Thomson K, Jancey J. E-Cigarette Promotion on Twitter in Australia: Content Analysis of Tweets. JMIR Public Health and Surveillance 2020;6(4):e15577 View
  32. Li Q, Wang C, Liu R, Wang L, Zeng D, Leischow S. Understanding Users’ Vaping Experiences from Social Media: Initial Study Using Sentiment Opinion Summarization Techniques. Journal of Medical Internet Research 2018;20(8):e252 View
  33. Chu K, Majmundar A, Allem J, Soto D, Cruz T, Unger J. Tobacco Use Behaviors, Attitudes, and Demographic Characteristics of Tobacco Opinion Leaders and Their Followers: Twitter Analysis. Journal of Medical Internet Research 2019;21(6):e12676 View
  34. Briganti M, Wackowski O, Delnevo C, Brown L, Hastings S, Singh B, Steinberg M. Content Analysis of Electronic Nicotine Delivery System Publications in Core Clinical Journals from 2012 to 2018. International Journal of Environmental Research and Public Health 2020;17(7):2201 View
  35. Liu J, Ho M, Lu L, Xiao G. Recent Themes in Social Networking Service Research. PLOS ONE 2017;12(1):e0170293 View
  36. Rowbotham S, Astell-Burt T, Barakat T, Hawe P. 30+ years of media analysis of relevance to chronic disease: a scoping review. BMC Public Health 2020;20(1) View
  37. Lee A, Hart J, Sears C, Walker K, Siu A, Smith C. A picture is worth a thousand words: Electronic cigarette content on Instagram and Pinterest. Tobacco Prevention & Cessation 2017;3(July) View
  38. Pearson J, Amato M, Wang X, Zhao K, Cha S, Cohn A, Papandonatos G, Graham A. How US Smokers Refer to E-cigarettes: An Examination of User-Generated Posts From a Web-Based Smoking Cessation Intervention, 2008–2015. Nicotine & Tobacco Research 2017;19(2):253 View
  39. Young-Wolff K, Klebaner D, Folck B, Carter-Harris L, Salloum R, Prochaska J, Fogelberg R, Tan A. Do you vape? Leveraging electronic health records to assess clinician documentation of electronic nicotine delivery system use among adolescents and adults. Preventive Medicine 2017;105:32 View
  40. Miller C, Guidry J, Fuemmeler B. Breast Cancer Voices on Pinterest: Raising Awareness or Just an Inspirational Image?. Health Education & Behavior 2019;46(2_suppl):49S View
  41. Staal Y, van de Nobelen S, Havermans A, Talhout R. New Tobacco and Tobacco-Related Products: Early Detection of Product Development, Marketing Strategies, and Consumer Interest. JMIR Public Health and Surveillance 2018;4(2):e55 View
  42. Blank M, Hoek J, George M, Gendall P, Conner T, Thrul J, Ling P, Langlotz T. An Exploration of Smoking-to-Vaping Transition Attempts Using a “Smart” Electronic Nicotine Delivery System. Nicotine & Tobacco Research 2019;21(10):1339 View
  43. Glasser A, Collins L, Pearson J, Abudayyeh H, Niaura R, Abrams D, Villanti A. Overview of Electronic Nicotine Delivery Systems: A Systematic Review. American Journal of Preventive Medicine 2017;52(2):e33 View
  44. Maloney S, Soule E, Palafox S, McFadden K, Guy M, Eissenberg T, Fagan P. A longitudinal analysis of electronic cigarette forum participation. Addictive Behaviors 2019;91:75 View
  45. Aboelmaged M. Predicting the success of Twitter in healthcare. Online Information Review 2018;42(6):898 View
  46. Cavazos-Rehg P, Sowles S, Krauss M, Agbonavbare V, Grucza R, Bierut L. A content analysis of tweets about high-potency marijuana. Drug and Alcohol Dependence 2016;166:100 View
  47. Marcon A, Klostermann P, Caulfield T. Chiropractic and Spinal Manipulation Therapy on Twitter: Case Study Examining the Presence of Critiques and Debates. JMIR Public Health and Surveillance 2016;2(2):e153 View
  48. Tomeny T, Vargo C, El-Toukhy S. Geographic and demographic correlates of autism-related anti-vaccine beliefs on Twitter, 2009-15. Social Science & Medicine 2017;191:168 View
  49. Kostygina G, Tran H, Shi Y, Kim Y, Emery S. ‘Sweeter Than a Swisher’: amount and themes of little cigar and cigarillo content on Twitter. Tobacco Control 2016;25(Suppl 1):i75 View
  50. Kwon M, Park E. Perceptions and Sentiments About Electronic Cigarettes on Social Media Platforms: Systematic Review. JMIR Public Health and Surveillance 2020;6(1):e13673 View
  51. Hébert E, Vandewater E, Businelle M, Harrell M, Kelder S, Perry C. Feasibility and reliability of a mobile tool to evaluate exposure to tobacco product marketing and messages using ecological momentary assessment. Addictive Behaviors 2017;73:105 View
  52. Wang X, Yu Y, Lin L. Tweeting the United Nations Climate Change Conference in Paris (COP21): An analysis of a social network and factors determining the network influence. Online Social Networks and Media 2020;15:100059 View
  53. Zeraatkar K, Ahmadi M. Trends of infodemiology studies: a scoping review. Health Information & Libraries Journal 2018;35(2):91 View
  54. Liu J, Siegel L, Gibson L, Kim Y, Binns S, Emery S, Hornik R. Toward an Aggregate, Implicit, and Dynamic Model of Norm Formation: Capturing Large-Scale Media Representations of Dynamic Descriptive Norms Through Automated and Crowdsourced Content Analysis. Journal of Communication 2019;69(6):563 View
  55. Murphy J, Hsieh Y, Wenger M, Kim A, Chew R. Supplementing a survey with respondent Twitter data to measure e-cigarette information exposure. Information, Communication & Society 2019;22(5):622 View
  56. Majmundar A, Chou C, Cruz T, Unger J. Relationship between social media engagement and e-cigarette policy support. Addictive Behaviors Reports 2019;9:100155 View
  57. Pearson J, Amato M, Papandonatos G, Zhao K, Erar B, Wang X, Cha S, Cohn A, Graham A. Exposure to positive peer sentiment about nicotine replacement therapy in an online smoking cessation community is associated with NRT use. Addictive Behaviors 2018;87:39 View
  58. Morphett K, Herron L, Gartner C. Protectors or puritans? Responses to media articles about the health effects of e-cigarettes. Addiction Research & Theory 2020;28(2):95 View
  59. Crannell W, Clark E, Jones C, James T, Moore J. A pattern-matched Twitter analysis of US cancer-patient sentiments. Journal of Surgical Research 2016;206(2):536 View
  60. Mavragani A. Infodemiology and Infoveillance: Scoping Review. Journal of Medical Internet Research 2020;22(4):e16206 View
  61. McCausland K, Maycock B, Leaver T, Wolf K, Freeman B, Jancey J. E-Cigarette Advocates on Twitter: Content Analysis of Vaping-Related Tweets. JMIR Public Health and Surveillance 2020;6(4):e17543 View
  62. Lucas B, Landman T. Social listening, modern slavery, and COVID-19. Journal of Risk Research 2021;24(3-4):314 View
  63. Wang D, Lyu J, Zhao X. Public Opinion About E-Cigarettes on Chinese Social Media: A Combined Study of Text Mining Analysis and Correspondence Analysis. Journal of Medical Internet Research 2020;22(10):e19804 View
  64. Kim Y, Emery S, Vera L, David B, Huang J. At the speed of Juul: measuring the Twitter conversation related to ENDS and Juul across space and time (2017–2018). Tobacco Control 2021;30(2):137 View
  65. Aversa J, Jacobson J, Hernandez T, Cleave E, Macdonald M, Dizonno S. The social media response to the rollout of legalized cannabis retail in Ontario, Canada. Journal of Retailing and Consumer Services 2021;61:102580 View
  66. Yang B, Barbati J, Choi Y. Will E-Cigarette Modified Risk Messages with a Nicotine Warning Polarize Smokers’ Beliefs about the Efficacy of Switching Completely to E-Cigarettes in Reducing Smoking-Related Risks?. International Journal of Environmental Research and Public Health 2021;18(11):6094 View
  67. Lyu J, Han E, Luli G. COVID-19 Vaccine–Related Discussion on Twitter: Topic Modeling and Sentiment Analysis. Journal of Medical Internet Research 2021;23(6):e24435 View
  68. Jongenelis M, Jongenelis G, Alexander E, Kennington K, Phillips F, Pettigrew S, Smith J. A content analysis of the tweets of e‐cigarette proponents in Australia. Health Promotion Journal of Australia 2022;33(2):445 View
  69. Haupt M, Xu Q, Yang J, Cai M, Mackey T. Characterizing Vaping Industry Political Influence and Mobilization on Facebook: Social Network Analysis. Journal of Medical Internet Research 2021;23(10):e28069 View
  70. Lu J, Lee E. Examining Twitter Discourse on Electronic Cigarette and Tobacco Consumption During National Cancer Prevention Month in 2018: Topic Modeling and Geospatial Analysis. Journal of Medical Internet Research 2021;23(12):e28042 View
  71. Salim N, Jubair F, Hassona Y, Izriqi S, Al-Fuqaha’a D, Nuvvula S. Esthetic Dentistry on Twitter: Benefits and Dangers. International Journal of Dentistry 2021;2021:1 View
  72. Lu X, Sun L, Xie Z, Li D. Perception of the Food and Drug Administration Electronic Cigarette Flavor Enforcement Policy on Twitter: Observational Study. JMIR Public Health and Surveillance 2022;8(3):e25697 View
  73. Lee E, Hoek J, Fenton E, Joshi A, Evans-Reeves K, Robertson L. An Analysis of Arguments Advanced via Twitter in an Advocacy Campaign to Promote Electronic Nicotine Delivery Systems. Nicotine & Tobacco Research 2023;25(3):533 View
  74. Robertson L, Sanford K, Waa A, Hoek J. A Qualitative Analysis of the Experiences of People Who Resumed Smoking Following Exclusive Electronic Nicotine Delivery Systems Use. Nicotine & Tobacco Research 2023;25(3):470 View
  75. Rutherford B, Lim C, Johnson B, Cheng B, Chung J, Huang S, Sun T, Leung J, Stjepanović D, Chan G. #TurntTrending: a systematic review of substance use portrayals on social media platforms. Addiction 2023;118(2):206 View
  76. Damiano A, Allen Catellier J. Up in smoke: a content analysis of tweets during the vaping-related illness epidemic. Journal of Communication in Healthcare 2021;14(1):41 View
  77. Xie Z, Ruan J, Jiang Y, Zhang B, Chen T, Luo J, Li D. Potential Impact of FDA Flavor Enforcement Policy on Vaping Behavior on Twitter. International Journal of Environmental Research and Public Health 2022;19(19):12836 View
  78. Xu Q, Yang J, Haupt M, Cai M, Nali M, Mackey T. Digital Surveillance to Identify California Alternative and Emerging Tobacco Industry Policy Influence and Mobilization on Facebook. International Journal of Environmental Research and Public Health 2021;18(21):11150 View
  79. Pilipiec P, Liwicki M, Bota A. Using Machine Learning for Pharmacovigilance: A Systematic Review. Pharmaceutics 2022;14(2):266 View
  80. Wang Y, Xu Y, Wu J, Kim H, Fetterman J, Hong T, McLaughlin M. Moralization of E-cigarette Use and Regulation: A Mixed-Method Computational Analysis of Opinion Polarization. Health Communication 2023;38(8):1666 View
  81. Siegel L, Liu J, Gibson L, Hornik R. Not All Norm Information is the Same: Effects of Normative Content in the Media on Young People’s Perceptions of E-Cigarette and Tobacco Use Norms. Communication Research 2022:009365022110732 View
  82. Basch C, Fera J, Pellicane A, Basch C. Videos With the Hashtag #vaping on TikTok and Implications for Informed Decision-making by Adolescents: Descriptive Study. JMIR Pediatrics and Parenting 2021;4(4):e30681 View
  83. Pilipiec P, Samsten I, Bota A, Rocha L. Surveillance of communicable diseases using social media: A systematic review. PLOS ONE 2023;18(2):e0282101 View
  84. Meng X, Guo X, Peng Z, Wang C, Liu R. Acute effects of electronic cigarettes on vascular endothelial function: a systematic review and meta-analysis of randomized controlled trials. European Journal of Preventive Cardiology 2022 View
  85. Jung J, Widmar N, Subramani S, Feng Y. Online Media Attention Devoted to Flour and Flour-Related Food Safety in 2017 to 2020. Journal of Food Protection 2022;85(1):73 View
  86. Jun J, Zhang N, Zain A, Mohammadi E. Social Media Discussions on the FDA’s Modified Risk Tobacco Product Authorization of IQOS. Substance Use & Misuse 2022;57(3):472 View
  87. Morales M, Fahrion A, Watkins S. #NicotineAddictionCheck: Puff Bar Culture, Addiction Apathy, and Promotion of E-Cigarettes on TikTok. International Journal of Environmental Research and Public Health 2022;19(3):1820 View
  88. Sidani J, Hoffman B, Colditz J, Wolynn R, Hsiao L, Chu K, Rose J, Shensa A, Davis E, Primack B. Discussions and Misinformation About Electronic Nicotine Delivery Systems and COVID-19: Qualitative Analysis of Twitter Content. JMIR Formative Research 2022;6(4):e26335 View
  89. Kim I, Begay C, Ma H, Orozco F, Rogers C, Valente T, Unger J. E-Cigarette–Related Health Beliefs Expressed on Twitter Within the U.S.. AJPM Focus 2023;2(2):100067 View
  90. Davidson P, Muniandy T, Karmegam D. Perception of COVID-19 vaccination among Indian Twitter users: computational approach. Journal of Computational Social Science 2023;6(2):541 View
  91. Smith M, Buckton C, Patterson C, Hilton S. User-generated content and influencer marketing involving e-cigarettes on social media: a scoping review and content analysis of YouTube and Instagram. BMC Public Health 2023;23(1) View
  92. Zhang L, Harris Ao S, Francis Ye J, Zhao X. How does health communication on social media influence e-cigarette perception and use? A trend analysis from 2017 to 2020. Addictive Behaviors 2024;149:107875 View
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  94. Tambling R, D’Aniello - Heyda C, Hynes K. Manifestations of Depression on Social Media: a Content Analysis of Twitter Posts. Journal of Technology in Behavioral Science 2023;9(2):252 View
  95. Kim K. Scanned information exposure and support for tobacco regulations among US youth and young adult tobacco product users and non-users. Health Education Research 2023;38(5):426 View
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  97. Terada M, Okuhara T, Nagasawa T, Okada H, Goto E, Kiuchi T. Public perception of the resumption of HPV vaccine recommendation in Japan: Twitter content analysis. Health Promotion International 2023;38(6) View
  98. Brassel S, Brunner M, Campbell A, Power E, Togher L. Exploring Discussions About Virtual Reality on Twitter to Inform Brain Injury Rehabilitation: Content and Network Analysis. Journal of Medical Internet Research 2024;26:e45168 View
  99. Jung S, Murthy D, Bateineh B, Loukas A, Wilkinson A. Normalization of Vaping on TikTok: A Mixed-Methods Approach Using Computer Vision, Natural Language Processing, and Qualitative Thematic Analysis (Preprint). Journal of Medical Internet Research 2023 View
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Books/Policy Documents

  1. Chen X, Hao T. Social Web and Health Research. View
  2. Optican A, Cavazos-Rehg P. Child and Adolescent Psychiatry and the Media. View
  3. Valdez R, Keim-Malpass J. Social Web and Health Research. View
  4. Xuan Z, Ranker L. Encyclopedia of Child and Adolescent Health. View