Topics of Nicotine-Related Discussions on Twitter: Infoveillance Study

被引:12
作者
Allem, Jon-Patrick [1 ]
Dormanesh, Allison [1 ]
Majmundar, Anuja [2 ]
Unger, Jennifer B. [1 ]
Kirkpatrick, Matthew G. [1 ]
Choube, Akshat [3 ]
Aithal, Aneesh [3 ]
Ferrara, Emilio [3 ]
Cruz, Tess Boley [1 ]
机构
[1] Univ Southern Calif, Keck Sch Med, Dept Prevent Med, 2001 N Soto St,3rd Floor,SSB 312D, Los Angeles, CA 90032 USA
[2] Amer Canc Soc, Washington, DC USA
[3] Univ Southern Calif, Dept Comp Sci, Los Angeles, CA 90032 USA
关键词
nicotine; electronic cigarettes; Twitter; social media; social bots; cessation; SMOKING; ADDICTION; COGNITION; TOBACCO;
D O I
10.2196/25579
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Background: Cultural trends in the United States, the nicotine consumer marketplace, and tobacco policies are changing. Objective: The goal of this study was to identify and describe nicotine-related topics of conversation authored by the public and social bots on Twitter, including any misinformation or misconceptions that health education campaigns could potentially correct. Methods: Twitter posts containing the term "nicotine" were obtained from September 30, 2018 to October 1, 2019. Methods were used to distinguish between posts from social bots and nonbots. Text classifiers were used to identify topics in posts (n=300,360). Results: Prevalent topics of posts included vaping, smoking, addiction, withdrawal, nicotine health risks, and quit nicotine, with mentions of going "cold turkey" and needing help in quitting. Cessation was a common topic, with mentions of quitting and stopping smoking. Social bots discussed unsubstantiated health claims including how hypnotherapy, acupuncture, magnets worn on the ears, and time spent in the sauna can help in smoking cessation. Conclusions: Health education efforts are needed to correct unsubstantiated health claims on Twitter and ultimately direct individuals who want to quit smoking to evidence-based cessation strategies. Future interventions could be designed to follow these topics of discussions on Twitter and engage with members of the public about evidence-based cessation methods in near real time when people are contemplating cessation.
引用
收藏
页数:9
相关论文
共 44 条
[1]   Cannabis Surveillance With Twitter Data: Emerging Topics and Social Bots [J].
Allem, Jon-Patrick ;
Escobedo, Patricia ;
Dharmapuri, Likhit .
AMERICAN JOURNAL OF PUBLIC HEALTH, 2020, 110 (03) :357-362
[2]   Hookah-Related Posts to Twitter From 2017 to 2018: Thematic Analysis [J].
Allem, Jon-Patrick ;
Dharmapuri, Likhit ;
Leventhal, Adam M. ;
Unger, Jennifer B. ;
Cruz, Tess Boley .
JOURNAL OF MEDICAL INTERNET RESEARCH, 2018, 20 (11)
[3]   Could Social Bots Pose a Threat to Public Health? [J].
Allem, Jon-Patrick ;
Ferrara, Emilio .
AMERICAN JOURNAL OF PUBLIC HEALTH, 2018, 108 (08) :1005-1006
[4]   Characterizing JUUL-related posts on Twitter [J].
Allem, Jon-Patrick ;
Dharmapuri, Likhit ;
Unger, Jennifer B. ;
Cruz, Tess Boley .
DRUG AND ALCOHOL DEPENDENCE, 2018, 190 :1-5
[5]  
Allem Jon-Patrick, 2017, JMIR Public Health Surveill, V3, pe98, DOI 10.2196/publichealth.8641
[6]   The Importance of Debiasing Social Media Data to Better Understand E-Cigarette-Related Attitudes and Behaviors [J].
Allem, Jon-Patrick ;
Ferrara, Emilio .
JOURNAL OF MEDICAL INTERNET RESEARCH, 2016, 18 (08)
[7]  
Allen M., 1991, W J SPEECH COMMUNICA, V55, P390, DOI [10.1080/10570319109374395, DOI 10.1080/10570319109374395]
[8]  
Anderson M, 2018, PEW RES CTR
[9]  
[Anonymous], Final Recommendation Statement: Breast Cancer: Screening US Preventive Services Task Force
[10]   Hypnotherapy for smoking cessation [J].
Barnes, Joanne ;
McRobbie, Hayden ;
Dong, Christine Y. ;
Walker, Natalie ;
Hartmann-Boyce, Jamie .
COCHRANE DATABASE OF SYSTEMATIC REVIEWS, 2019, (06)