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Characterizing Social Interaction in Tobacco-Oriented Social Networks: An Empirical Analysis

Social media is becoming a new battlefield for tobacco “wars”. Evaluating the current situation is very crucial for the advocacy of tobacco control in the age of social media. To reveal the impact of tobacco-related user-generated content, this paper characterizes user interaction and social influen...

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Autores principales: Liang, Yunji, Zheng, Xiaolong, Zeng, Daniel Dajun, Zhou, Xingshe, Leischow, Scott James, Chung, Wingyan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4473607/
https://www.ncbi.nlm.nih.gov/pubmed/26091553
http://dx.doi.org/10.1038/srep10060
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author Liang, Yunji
Zheng, Xiaolong
Zeng, Daniel Dajun
Zhou, Xingshe
Leischow, Scott James
Chung, Wingyan
author_facet Liang, Yunji
Zheng, Xiaolong
Zeng, Daniel Dajun
Zhou, Xingshe
Leischow, Scott James
Chung, Wingyan
author_sort Liang, Yunji
collection PubMed
description Social media is becoming a new battlefield for tobacco “wars”. Evaluating the current situation is very crucial for the advocacy of tobacco control in the age of social media. To reveal the impact of tobacco-related user-generated content, this paper characterizes user interaction and social influence utilizing social network analysis and information theoretic approaches. Our empirical studies demonstrate that the exploding pro-tobacco content has long-lasting effects with more active users and broader influence, and reveal the shortage of social media resources in global tobacco control. It is found that the user interaction in the pro-tobacco group is more active, and user-generated content for tobacco promotion is more successful in obtaining user attention. Furthermore, we construct three tobacco-related social networks and investigate the topological patterns of these tobacco-related social networks. We find that the size of the pro-tobacco network overwhelms the others, which suggests a huge number of users are exposed to the pro-tobacco content. These results indicate that the gap between tobacco promotion and tobacco control is widening and tobacco control may be losing ground to tobacco promotion in social media.
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spelling pubmed-44736072015-07-13 Characterizing Social Interaction in Tobacco-Oriented Social Networks: An Empirical Analysis Liang, Yunji Zheng, Xiaolong Zeng, Daniel Dajun Zhou, Xingshe Leischow, Scott James Chung, Wingyan Sci Rep Article Social media is becoming a new battlefield for tobacco “wars”. Evaluating the current situation is very crucial for the advocacy of tobacco control in the age of social media. To reveal the impact of tobacco-related user-generated content, this paper characterizes user interaction and social influence utilizing social network analysis and information theoretic approaches. Our empirical studies demonstrate that the exploding pro-tobacco content has long-lasting effects with more active users and broader influence, and reveal the shortage of social media resources in global tobacco control. It is found that the user interaction in the pro-tobacco group is more active, and user-generated content for tobacco promotion is more successful in obtaining user attention. Furthermore, we construct three tobacco-related social networks and investigate the topological patterns of these tobacco-related social networks. We find that the size of the pro-tobacco network overwhelms the others, which suggests a huge number of users are exposed to the pro-tobacco content. These results indicate that the gap between tobacco promotion and tobacco control is widening and tobacco control may be losing ground to tobacco promotion in social media. Nature Publishing Group 2015-06-19 /pmc/articles/PMC4473607/ /pubmed/26091553 http://dx.doi.org/10.1038/srep10060 Text en Copyright © 2015, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Liang, Yunji
Zheng, Xiaolong
Zeng, Daniel Dajun
Zhou, Xingshe
Leischow, Scott James
Chung, Wingyan
Characterizing Social Interaction in Tobacco-Oriented Social Networks: An Empirical Analysis
title Characterizing Social Interaction in Tobacco-Oriented Social Networks: An Empirical Analysis
title_full Characterizing Social Interaction in Tobacco-Oriented Social Networks: An Empirical Analysis
title_fullStr Characterizing Social Interaction in Tobacco-Oriented Social Networks: An Empirical Analysis
title_full_unstemmed Characterizing Social Interaction in Tobacco-Oriented Social Networks: An Empirical Analysis
title_short Characterizing Social Interaction in Tobacco-Oriented Social Networks: An Empirical Analysis
title_sort characterizing social interaction in tobacco-oriented social networks: an empirical analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4473607/
https://www.ncbi.nlm.nih.gov/pubmed/26091553
http://dx.doi.org/10.1038/srep10060
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