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Demystifying the Dark Web Opioid Trade: Content Analysis on Anonymous Market Listings and Forum Posts

BACKGROUND: Opioid use disorder presents a public health issue afflicting millions across the globe. There is a pressing need to understand the opioid supply chain to gain new insights into the mitigation of opioid use and effectively combat the opioid crisis. The role of anonymous online marketplac...

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Autores principales: Li, Zhengyi, Du, Xiangyu, Liao, Xiaojing, Jiang, Xiaoqian, Champagne-Langabeer, Tiffany
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7929745/
https://www.ncbi.nlm.nih.gov/pubmed/33595442
http://dx.doi.org/10.2196/24486
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author Li, Zhengyi
Du, Xiangyu
Liao, Xiaojing
Jiang, Xiaoqian
Champagne-Langabeer, Tiffany
author_facet Li, Zhengyi
Du, Xiangyu
Liao, Xiaojing
Jiang, Xiaoqian
Champagne-Langabeer, Tiffany
author_sort Li, Zhengyi
collection PubMed
description BACKGROUND: Opioid use disorder presents a public health issue afflicting millions across the globe. There is a pressing need to understand the opioid supply chain to gain new insights into the mitigation of opioid use and effectively combat the opioid crisis. The role of anonymous online marketplaces and forums that resemble eBay or Amazon, where anyone can post, browse, and purchase opioid commodities, has become increasingly important in opioid trading. Therefore, a greater understanding of anonymous markets and forums may enable public health officials and other stakeholders to comprehend the scope of the crisis. However, to the best of our knowledge, no large-scale study, which may cross multiple anonymous marketplaces and is cross-sectional, has been conducted to profile the opioid supply chain and unveil characteristics of opioid suppliers, commodities, and transactions. OBJECTIVE: We aimed to profile the opioid supply chain in anonymous markets and forums via a large-scale, longitudinal measurement study on anonymous market listings and posts. Toward this, we propose a series of techniques to collect data; identify opioid jargon terms used in the anonymous marketplaces and forums; and profile the opioid commodities, suppliers, and transactions. METHODS: We first conducted a whole-site crawl of anonymous online marketplaces and forums to solicit data. We then developed a suite of opioid domain–specific text mining techniques (eg, opioid jargon detection and opioid trading information retrieval) to recognize information relevant to opioid trading activities (eg, commodities, price, shipping information, and suppliers). Subsequently, we conducted a comprehensive, large-scale, longitudinal study to demystify opioid trading activities in anonymous markets and forums. RESULTS: A total of 248,359 listings from 10 anonymous online marketplaces and 1,138,961 traces (ie, threads of posts) from 6 underground forums were collected. Among them, we identified 28,106 opioid product listings and 13,508 opioid-related promotional and review forum traces from 5147 unique opioid suppliers’ IDs and 2778 unique opioid buyers’ IDs. Our study characterized opioid suppliers (eg, activeness and cross-market activities), commodities (eg, popular items and their evolution), and transactions (eg, origins and shipping destination) in anonymous marketplaces and forums, which enabled a greater understanding of the underground trading activities involved in international opioid supply and demand. CONCLUSIONS: The results provide insight into opioid trading in the anonymous markets and forums and may prove an effective mitigation data point for illuminating the opioid supply chain.
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spelling pubmed-79297452021-03-05 Demystifying the Dark Web Opioid Trade: Content Analysis on Anonymous Market Listings and Forum Posts Li, Zhengyi Du, Xiangyu Liao, Xiaojing Jiang, Xiaoqian Champagne-Langabeer, Tiffany J Med Internet Res Original Paper BACKGROUND: Opioid use disorder presents a public health issue afflicting millions across the globe. There is a pressing need to understand the opioid supply chain to gain new insights into the mitigation of opioid use and effectively combat the opioid crisis. The role of anonymous online marketplaces and forums that resemble eBay or Amazon, where anyone can post, browse, and purchase opioid commodities, has become increasingly important in opioid trading. Therefore, a greater understanding of anonymous markets and forums may enable public health officials and other stakeholders to comprehend the scope of the crisis. However, to the best of our knowledge, no large-scale study, which may cross multiple anonymous marketplaces and is cross-sectional, has been conducted to profile the opioid supply chain and unveil characteristics of opioid suppliers, commodities, and transactions. OBJECTIVE: We aimed to profile the opioid supply chain in anonymous markets and forums via a large-scale, longitudinal measurement study on anonymous market listings and posts. Toward this, we propose a series of techniques to collect data; identify opioid jargon terms used in the anonymous marketplaces and forums; and profile the opioid commodities, suppliers, and transactions. METHODS: We first conducted a whole-site crawl of anonymous online marketplaces and forums to solicit data. We then developed a suite of opioid domain–specific text mining techniques (eg, opioid jargon detection and opioid trading information retrieval) to recognize information relevant to opioid trading activities (eg, commodities, price, shipping information, and suppliers). Subsequently, we conducted a comprehensive, large-scale, longitudinal study to demystify opioid trading activities in anonymous markets and forums. RESULTS: A total of 248,359 listings from 10 anonymous online marketplaces and 1,138,961 traces (ie, threads of posts) from 6 underground forums were collected. Among them, we identified 28,106 opioid product listings and 13,508 opioid-related promotional and review forum traces from 5147 unique opioid suppliers’ IDs and 2778 unique opioid buyers’ IDs. Our study characterized opioid suppliers (eg, activeness and cross-market activities), commodities (eg, popular items and their evolution), and transactions (eg, origins and shipping destination) in anonymous marketplaces and forums, which enabled a greater understanding of the underground trading activities involved in international opioid supply and demand. CONCLUSIONS: The results provide insight into opioid trading in the anonymous markets and forums and may prove an effective mitigation data point for illuminating the opioid supply chain. JMIR Publications 2021-02-17 /pmc/articles/PMC7929745/ /pubmed/33595442 http://dx.doi.org/10.2196/24486 Text en ©Zhengyi Li, Xiangyu Du, Xiaojing Liao, Xiaoqian Jiang, Tiffany Champagne-Langabeer. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 17.02.2021. 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 http://www.jmir.org/, as well as this copyright and license information must be included.
spellingShingle Original Paper
Li, Zhengyi
Du, Xiangyu
Liao, Xiaojing
Jiang, Xiaoqian
Champagne-Langabeer, Tiffany
Demystifying the Dark Web Opioid Trade: Content Analysis on Anonymous Market Listings and Forum Posts
title Demystifying the Dark Web Opioid Trade: Content Analysis on Anonymous Market Listings and Forum Posts
title_full Demystifying the Dark Web Opioid Trade: Content Analysis on Anonymous Market Listings and Forum Posts
title_fullStr Demystifying the Dark Web Opioid Trade: Content Analysis on Anonymous Market Listings and Forum Posts
title_full_unstemmed Demystifying the Dark Web Opioid Trade: Content Analysis on Anonymous Market Listings and Forum Posts
title_short Demystifying the Dark Web Opioid Trade: Content Analysis on Anonymous Market Listings and Forum Posts
title_sort demystifying the dark web opioid trade: content analysis on anonymous market listings and forum posts
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7929745/
https://www.ncbi.nlm.nih.gov/pubmed/33595442
http://dx.doi.org/10.2196/24486
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