TY - JOUR
T1 - Electronic Cigarette Themes on Twitter
T2 - Dissemination Patterns and Relations with Online News and Search Engine Queries in South Korea
AU - Paek, Hye Jin
AU - Baek, Hyunmi
AU - Lee, Saerom
AU - Hove, Thomas
N1 - Publisher Copyright:
© 2018, © 2018 Taylor & Francis Group, LLC.
PY - 2020/1/2
Y1 - 2020/1/2
N2 - This study examines multiple aspects of e-cigarette mentions on different online media channels during the announcement and implementation of a cigarette tax increase policy in South Korea. It consists of three parts. First, a Naive Bayes classifier was used to sort 59,147 tweets about e-cigarettes into five pre-designated themes — promotion, health, policy, product evaluation, and price — and to determine their relative prevalence. Second, social network analysis was used to identify the themes’ dissemination patterns. Third, the themes were examined for their associations with e-cigarette mentions in two other media channels — online news articles (n = 580) and search engine queries (64 weeks of Google Trends data). Results show that the most prevalent tweet theme was product evaluation, and the theme with the largest increase during the data collection period was promotion. Promotion-themed tweets were the least connected with tweets about the other five themes, while health-themed tweets were the most connected. Finally, product evaluation-themed tweets exhibited the strongest correlation with search engine query count and had the largest explanatory power.
AB - This study examines multiple aspects of e-cigarette mentions on different online media channels during the announcement and implementation of a cigarette tax increase policy in South Korea. It consists of three parts. First, a Naive Bayes classifier was used to sort 59,147 tweets about e-cigarettes into five pre-designated themes — promotion, health, policy, product evaluation, and price — and to determine their relative prevalence. Second, social network analysis was used to identify the themes’ dissemination patterns. Third, the themes were examined for their associations with e-cigarette mentions in two other media channels — online news articles (n = 580) and search engine queries (64 weeks of Google Trends data). Results show that the most prevalent tweet theme was product evaluation, and the theme with the largest increase during the data collection period was promotion. Promotion-themed tweets were the least connected with tweets about the other five themes, while health-themed tweets were the most connected. Finally, product evaluation-themed tweets exhibited the strongest correlation with search engine query count and had the largest explanatory power.
UR - http://www.scopus.com/inward/record.url?scp=85055717514&partnerID=8YFLogxK
U2 - 10.1080/10410236.2018.1536952
DO - 10.1080/10410236.2018.1536952
M3 - Article
C2 - 30372161
AN - SCOPUS:85055717514
SN - 1041-0236
VL - 35
SP - 1
EP - 9
JO - Health Communication
JF - Health Communication
IS - 1
ER -