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Methods in Addiction Research

Use and interest of electronic nicotine delivery systems (ENDS): Assessing the validity of Google Trends

, &
Pages 414-421 | Received 04 Feb 2021, Accepted 14 Jun 2021, Published online: 30 Jun 2021

References

  • Ginsberg J, Mohebbi MH, Patel RS, Brammer L, Smolinski MS, Brilliant L. Detecting influenza epidemics using search engine query data. Nature. 2009;457:1012–14. doi:10.1038/nature07634.
  • McCarthy MJ. Internet monitoring of suicide risk in the population. J Affect Disord. 2010;122:277–79. doi:10.1016/j.jad.2009.08.015.
  • Kristoufek L, Moat HS, Preis T. Estimating suicide occurrence statistics using Google Trends. EPJ Data Sci. 2016;5:32. doi:10.1140/epjds/s13688-016-0094-0.
  • Barros JM, Melia R, Francis K, Bogue J, O’Sullivan M, Young K, Bernert RA, Rebholz-Schuhmann D, Duggan J. The validity of Google Trends search volumes for behavioral forecasting of national suicide rates in Ireland. Int J Environ Res Public Health. 2019;16:3201. doi:10.3390/ijerph16173201.
  • Jankowski W, Hoffmann M. Can Google searches predict the popularity and harm of psychoactive agents? J Med Internet Res. 2016;18:e38. doi:10.2196/jmir.4033.
  • Perdue RT, Hawdon J, Thames KM. Can big data predict the rise of novel drug abuse? J Drug Issues. 2018;48:508–18. doi:10.1177/0022042618772294.
  • Ghosh A, E-Roub F, Krishnan NC, Choudhury S, Basu A. Can google trends search inform us about the population response and public health impact of abrupt change in alcohol policy? A case study from India during the covid-19 pandemic. Int J Drug Policy. 2021;87:102984. doi:10.1016/j.drugpo.2020.102984.
  • Food and Drug Administration. Youth tobacco use: results from the National Youth Tobacco Survey; 2020 [accessed 2021 Feb 4]. https://www.fda.gov/tobacco-products/youth-and-tobacco/youth-tobacco-use-results-national-youth-tobacco-survey.
  • Cullen KA, Gentzke AS, Sawdey MD, Chang JT, Anic GM, Wang TW, Creamer MR, Jamal A, Ambrose BK, King BA. e-cigarette use among youth in the United States, 2019. JAMA. 2019;322:2095–103. doi:10.1001/jama.2019.18387.
  • Czoli CD, Hammond D, White CM. Electronic cigarettes in Canada: prevalence of use and perceptions among youth and young adults. Can J Public Health. 2014;105:e97–e102. doi:10.17269/cjph.105.4119.
  • Gallus S, Lugo A, Pacifici R, Pichini S, Colombo P, Garattini S, La Vecchia C. E-cigarette awareness, use, and harm perceptions in Italy: a national representative survey. Nicotine Tob Res. 2014;16:1541–48. doi:10.1093/ntr/ntu124.
  • Barrington-Trimis JL, Urman R, Berhane K, Unger JB, Cruz TB, Pentz MA, Samet JM, Leventhal AM, McConnell R. E-cigarettes and future cigarette use. Pediatrics. 2016;138:e20160379. doi:10.1542/peds.2016-0379.
  • World Health Organization. Electronic nicotine delivery systems. Sixth session, Moscow, Russian Federation, 13–18 October 2014, Provisional Agenda Item 4.4.2. [accessed 2021 Feb 4].http://apps.who.int/gb/fctc/PDF/cop6/FCTC_COP6_10-en.pdf?ua=1.
  • Asma S, Mackay J, Song SY, Zhao L, Morton J, Palipudi KM The GATS atlas 2015. Atlanta, GA: CDC Foundation; 2018. [accessed 2021 Apr 4].http://gatsatlas.org/#.
  • Chakma JK, Kumar H, Bhargava S, Khanna T. The e-cigarettes ban in India: an important public health decision. Lancet Public Health. 2020 Aug;5:e426. doi:10.1016/S2468-2667(20)30063-3.
  • Ayers JW, Althouse BM, Allem JP, Leas EC, Dredze M, Williams RS. Revisiting the rise of electronic nicotine delivery systems using search query surveillance. Am J Prev Med. 2016;50:e173–e181. doi:10.1016/j.amepre.2015.12.008.
  • Salloum RG, Osman A, Maziak W, Thrasher JF. How popular is waterpipe tobacco smoking? Findings from internet search queries. Tob Control. 2015 Sep;24:509–13. doi:10.1136/tobaccocontrol-2014-051675.
  • Zhang Z, Zheng X, Zeng DD, Leischow SJ. Tracking dabbing using search query surveillance: a case study in the United States. J Med Internet Res. 2016;18:e252. doi:10.2196/jmir.5802.
  • Troelstra SA, Bosdriesz JR, de Boer MR, Kunst AE. Effect of tobacco control policies on information seeking for smoking cessation in the Netherlands: a Google Trends study. PLOS ONE. 2016;11:e0148489.doi: 10.1371/journal.pone.0148489.
  • Joossens L, Raw M. Progress in tobacco control in 30 European countries from 2005 to 2007. Basel, Switserland: Swiss Cancer League; 2007.
  • Ayers JW, Ribisl KM, Brownstein JS. Tracking the rise in popularity of electronic nicotine delivery systems (electronic cigarettes) using search query surveillance. Am J Prev Med. 2011 Apr;40:448–53. doi:10.1016/j.amepre.2010.12.00.
  • Thavarajah R, Mohandoss AA, Ranganathan K, Kondalsamy-Chennakesavan S. Influence of legislations and news on Indian internet search query patterns of e-cigarettes. J Oral Maxillofac Pathol. 2017;21:194–202. doi:10.4103/jomfp.JOMFP_23_17.
  • Amalia B, Kapoor S, Sharma R, Fu M, Fernández E, Rana JS. Online sales compliance with the electronic cigarettes ban in India: a content analysis. Int J Public Health. 2020 Nov;65:1497–505. doi:10.1007/s00038-020-01480-6.
  • Ling P, Popova L, McMillan L. A qualitative exploration of information-seeking by electronic nicotine delivery systems (ENDS) users in New Zealand. BMJ Open. 2018 Oct 25;8:e023375. doi:10.1136/bmjopen-2018-023375.
  • Department of Health U, Services H, for Disease Control C, Center for Chronic Disease Prevention N, Promotion H, on Smoking O. E-cigarette use among youth and young adults: a report of the surgeon general. [accessed 2021 Feb 4]. https://www.cdc.gov/tobacco/data_statistics/sgr/e-cigarettes/pdfs/2016_sgr_entire_report_508.pdf.
  • Park SH, Duncan DT, Shahawy OE, Lee L, Shearston JA, Tamura K, Sherman SE, Weitzman M. Characteristics of adults who switched from cigarette smoking to E-cigarettes. Am J Prev Med. 2017;53:652–60. doi:10.1016/j.amepre.2017.06.033.
  • National Center for Chronic Disease Prevention and Health Promotion (US) Office on Smoking and Health. E-Cigarette Use Among Youth and Young Adults: a Report of the Surgeon General. Atlanta (GA): Centers for Disease Control and Prevention (US); 2016[accessed 2021 Feb 4]. https://www.ncbi.nlm.nih.gov/books/NBK538680/.
  • Wang TW, Gentzke A, Sharapova S, Cullen KA, Ambrose BK, Jamal A. Tobacco product use among middle and high school students—United States, 2011-2017. MMWR Morb Mortal Wkly Rep. 2018;67:629–33. doi:10.15585/mmwr.mm6722a3.
  • Sindelar JL. Regulating vaping - policies, possibilities, and perils. N Engl J Med. 2020;382:e54. doi:10.1056/NEJMp1917065.
  • Jun SP, Yoo HS, Choi S. Ten years of research change using Google Trends: from the perspective of big data utilizations and applications. Technol Forecast Soc Change. 2018;130:69–87. doi:10.1016/j.techfore.2017.11.009.
  • Jun SP, Park DH, Yeom J. The possibility of using search traffic information to explore consumer product attitudes and forecast consumer preference. Technol Forecast Soc Change. 2014;86:237–53. doi:10.1016/j.techfore.2013.10.021.
  • Kunst AE, Van Splunter C, Troelstra SA, Bosdriesz JR. Did the introduction of pictorial health warnings increase information seeking for smoking cessation?: time-series analysis of Google Trends data in six countries. Tob Prev Cessat. 2019;5:27. doi:10.18332/tpc/111130.
  • Centers for Disease Control and Prevention. Outbreak of severe pulmonary disease associated with using e-cigarette, or vaping, products: investigation notice; 2020 Feb 25. [accessed 2021 Feb 4]. https://www.cdc.gov/tobacco/basic_information/e-cigarettes/severe-lung-disease.html.
  • Cervellin G, Comelli I, Lippi G. Is Google Trends a reliable tool for digital epidemiology? Insights from different clinical settings. J Epidemiol Glob Health. 2017;7:185–89. doi:10.1016/j.jegh.2017.06.00.
  • Butler D. When Google got flu wrong. Nature. 2013 Feb 14;494:155–56. doi:10.1038/494155a.
  • Cook S, Conrad C, Fowlkes AL, Mohebbi MH. Assessing Google flu trends performance in the United States during the 2009 influenza virus A (H1N1) pandemic. PLoS One. 2011;6:e23610. doi:10.1371/journal.pone.0023610.

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