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Detection of illicit online sales of fentanyls via Twitter

A counterfeit fentanyl crisis is currently underway in the United States.  Counterfeit versions of commonly abused prescription drugs laced with fentanyl are being manufactured, distributed, and sold globally, leading to an increase in overdose and death in countries like the United States and Canad...

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Autores principales: Mackey, Tim K., Kalyanam, Janani
Formato: Online Artículo Texto
Lenguaje:English
Publicado: F1000 Research Limited 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5728221/
https://www.ncbi.nlm.nih.gov/pubmed/29259769
http://dx.doi.org/10.12688/f1000research.12914.1
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author Mackey, Tim K.
Kalyanam, Janani
author_facet Mackey, Tim K.
Kalyanam, Janani
author_sort Mackey, Tim K.
collection PubMed
description A counterfeit fentanyl crisis is currently underway in the United States.  Counterfeit versions of commonly abused prescription drugs laced with fentanyl are being manufactured, distributed, and sold globally, leading to an increase in overdose and death in countries like the United States and Canada.  Despite concerns from the U.S. Drug Enforcement Agency regarding covert and overt sale of fentanyls online, no study has examined the role of the Internet and social media on fentanyl illegal marketing and direct-to-consumer access.  In response, this study collected and analyzed five months of Twitter data (from June-November 2015) filtered for the keyword “fentanyl” using Amazon Web Services.  We then analyzed 28,711 fentanyl-related tweets using text filtering and a machine learning approach called a Biterm Topic Model (BTM) to detect underlying latent patterns or “topics” present in the corpus of tweets.  Using this approach we detected a subset of 771 tweets marketing the sale of fentanyls online and then filtered this down to nine unique tweets containing hyperlinks to external websites.  Six hyperlinks were associated with online fentanyl classified ads, 2 with illicit online pharmacies, and 1 could not be classified due to traffic redirection.  Importantly, the one illicit online pharmacy detected was still accessible and offered the sale of fentanyls and other controlled substances direct-to-consumers with no prescription required at the time of publication of this study.   Overall, we detected a relatively small sample of Tweets promoting illegal online sale of fentanyls.  However, the detection of even a few online sellers represents a public health danger and a direct violation of law that demands further study.
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spelling pubmed-57282212017-12-18 Detection of illicit online sales of fentanyls via Twitter Mackey, Tim K. Kalyanam, Janani F1000Res Research Note A counterfeit fentanyl crisis is currently underway in the United States.  Counterfeit versions of commonly abused prescription drugs laced with fentanyl are being manufactured, distributed, and sold globally, leading to an increase in overdose and death in countries like the United States and Canada.  Despite concerns from the U.S. Drug Enforcement Agency regarding covert and overt sale of fentanyls online, no study has examined the role of the Internet and social media on fentanyl illegal marketing and direct-to-consumer access.  In response, this study collected and analyzed five months of Twitter data (from June-November 2015) filtered for the keyword “fentanyl” using Amazon Web Services.  We then analyzed 28,711 fentanyl-related tweets using text filtering and a machine learning approach called a Biterm Topic Model (BTM) to detect underlying latent patterns or “topics” present in the corpus of tweets.  Using this approach we detected a subset of 771 tweets marketing the sale of fentanyls online and then filtered this down to nine unique tweets containing hyperlinks to external websites.  Six hyperlinks were associated with online fentanyl classified ads, 2 with illicit online pharmacies, and 1 could not be classified due to traffic redirection.  Importantly, the one illicit online pharmacy detected was still accessible and offered the sale of fentanyls and other controlled substances direct-to-consumers with no prescription required at the time of publication of this study.   Overall, we detected a relatively small sample of Tweets promoting illegal online sale of fentanyls.  However, the detection of even a few online sellers represents a public health danger and a direct violation of law that demands further study. F1000 Research Limited 2017-11-02 /pmc/articles/PMC5728221/ /pubmed/29259769 http://dx.doi.org/10.12688/f1000research.12914.1 Text en Copyright: © 2017 Mackey TK and Kalyanam J http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Note
Mackey, Tim K.
Kalyanam, Janani
Detection of illicit online sales of fentanyls via Twitter
title Detection of illicit online sales of fentanyls via Twitter
title_full Detection of illicit online sales of fentanyls via Twitter
title_fullStr Detection of illicit online sales of fentanyls via Twitter
title_full_unstemmed Detection of illicit online sales of fentanyls via Twitter
title_short Detection of illicit online sales of fentanyls via Twitter
title_sort detection of illicit online sales of fentanyls via twitter
topic Research Note
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5728221/
https://www.ncbi.nlm.nih.gov/pubmed/29259769
http://dx.doi.org/10.12688/f1000research.12914.1
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