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Topics of Nicotine-Related Discussions on Twitter: Infoveillance Study
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 misinformati...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
JMIR Publications
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8218215/ https://www.ncbi.nlm.nih.gov/pubmed/34096875 http://dx.doi.org/10.2196/25579 |
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author | Allem, Jon-Patrick Dormanesh, Allison Majmundar, Anuja Unger, Jennifer B Kirkpatrick, Matthew G Choube, Akshat Aithal, Aneesh Ferrara, Emilio Boley Cruz, Tess |
author_facet | Allem, Jon-Patrick Dormanesh, Allison Majmundar, Anuja Unger, Jennifer B Kirkpatrick, Matthew G Choube, Akshat Aithal, Aneesh Ferrara, Emilio Boley Cruz, Tess |
author_sort | Allem, Jon-Patrick |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-8218215 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | JMIR Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-82182152021-07-02 Topics of Nicotine-Related Discussions on Twitter: Infoveillance Study Allem, Jon-Patrick Dormanesh, Allison Majmundar, Anuja Unger, Jennifer B Kirkpatrick, Matthew G Choube, Akshat Aithal, Aneesh Ferrara, Emilio Boley Cruz, Tess J Med Internet Res Original Paper 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. JMIR Publications 2021-06-07 /pmc/articles/PMC8218215/ /pubmed/34096875 http://dx.doi.org/10.2196/25579 Text en ©Jon-Patrick Allem, Allison Dormanesh, Anuja Majmundar, Jennifer B Unger, Matthew G Kirkpatrick, Akshat Choube, Aneesh Aithal, Emilio Ferrara, Tess Boley Cruz. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 07.06.2021. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on https://www.jmir.org/, as well as this copyright and license information must be included. |
spellingShingle | Original Paper Allem, Jon-Patrick Dormanesh, Allison Majmundar, Anuja Unger, Jennifer B Kirkpatrick, Matthew G Choube, Akshat Aithal, Aneesh Ferrara, Emilio Boley Cruz, Tess Topics of Nicotine-Related Discussions on Twitter: Infoveillance Study |
title | Topics of Nicotine-Related Discussions on Twitter: Infoveillance Study |
title_full | Topics of Nicotine-Related Discussions on Twitter: Infoveillance Study |
title_fullStr | Topics of Nicotine-Related Discussions on Twitter: Infoveillance Study |
title_full_unstemmed | Topics of Nicotine-Related Discussions on Twitter: Infoveillance Study |
title_short | Topics of Nicotine-Related Discussions on Twitter: Infoveillance Study |
title_sort | topics of nicotine-related discussions on twitter: infoveillance study |
topic | Original Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8218215/ https://www.ncbi.nlm.nih.gov/pubmed/34096875 http://dx.doi.org/10.2196/25579 |
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