Cargando…
Evidence of the emergence of illicit benzodiazepines from online drug forums
Illicit or ‘designer’ benzodiazepines are a growing contributor to overdose deaths. We employed natural language processing (NLP) to study benzodiazepine mentions over 10 years on 270 online drug forums (subreddits) on Reddit. Using NLP, we automatically detected mentions of illicit and prescription...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9713424/ https://www.ncbi.nlm.nih.gov/pubmed/36342855 http://dx.doi.org/10.1093/eurpub/ckac161 |
_version_ | 1784842016886095872 |
---|---|
author | Sarker, Abeed Al-Garadi, Mohammed Ali Ge, Yao Nataraj, Nisha McGlone, Londell Jones, Christopher M Sumner, Steven A |
author_facet | Sarker, Abeed Al-Garadi, Mohammed Ali Ge, Yao Nataraj, Nisha McGlone, Londell Jones, Christopher M Sumner, Steven A |
author_sort | Sarker, Abeed |
collection | PubMed |
description | Illicit or ‘designer’ benzodiazepines are a growing contributor to overdose deaths. We employed natural language processing (NLP) to study benzodiazepine mentions over 10 years on 270 online drug forums (subreddits) on Reddit. Using NLP, we automatically detected mentions of illicit and prescription benzodiazepines, including their misspellings and non-standard names, grouping relative mentions by quarter. On a collection of 17 861 755 posts between 2012 and 2021, we searched for 26 benzodiazepines (8 prescription; 18 illicit), detecting 173 275 mentions. The rate of posts about both prescription and illicit benzodiazepines increased consistently with increases in deaths involving both drug classes, illustrating the utility of surveillance via Reddit. |
format | Online Article Text |
id | pubmed-9713424 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-97134242022-12-02 Evidence of the emergence of illicit benzodiazepines from online drug forums Sarker, Abeed Al-Garadi, Mohammed Ali Ge, Yao Nataraj, Nisha McGlone, Londell Jones, Christopher M Sumner, Steven A Eur J Public Health Alcohol and Drug Use Illicit or ‘designer’ benzodiazepines are a growing contributor to overdose deaths. We employed natural language processing (NLP) to study benzodiazepine mentions over 10 years on 270 online drug forums (subreddits) on Reddit. Using NLP, we automatically detected mentions of illicit and prescription benzodiazepines, including their misspellings and non-standard names, grouping relative mentions by quarter. On a collection of 17 861 755 posts between 2012 and 2021, we searched for 26 benzodiazepines (8 prescription; 18 illicit), detecting 173 275 mentions. The rate of posts about both prescription and illicit benzodiazepines increased consistently with increases in deaths involving both drug classes, illustrating the utility of surveillance via Reddit. Oxford University Press 2022-11-07 /pmc/articles/PMC9713424/ /pubmed/36342855 http://dx.doi.org/10.1093/eurpub/ckac161 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of the European Public Health Association. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Alcohol and Drug Use Sarker, Abeed Al-Garadi, Mohammed Ali Ge, Yao Nataraj, Nisha McGlone, Londell Jones, Christopher M Sumner, Steven A Evidence of the emergence of illicit benzodiazepines from online drug forums |
title | Evidence of the emergence of illicit benzodiazepines from online drug forums |
title_full | Evidence of the emergence of illicit benzodiazepines from online drug forums |
title_fullStr | Evidence of the emergence of illicit benzodiazepines from online drug forums |
title_full_unstemmed | Evidence of the emergence of illicit benzodiazepines from online drug forums |
title_short | Evidence of the emergence of illicit benzodiazepines from online drug forums |
title_sort | evidence of the emergence of illicit benzodiazepines from online drug forums |
topic | Alcohol and Drug Use |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9713424/ https://www.ncbi.nlm.nih.gov/pubmed/36342855 http://dx.doi.org/10.1093/eurpub/ckac161 |
work_keys_str_mv | AT sarkerabeed evidenceoftheemergenceofillicitbenzodiazepinesfromonlinedrugforums AT algaradimohammedali evidenceoftheemergenceofillicitbenzodiazepinesfromonlinedrugforums AT geyao evidenceoftheemergenceofillicitbenzodiazepinesfromonlinedrugforums AT natarajnisha evidenceoftheemergenceofillicitbenzodiazepinesfromonlinedrugforums AT mcglonelondell evidenceoftheemergenceofillicitbenzodiazepinesfromonlinedrugforums AT joneschristopherm evidenceoftheemergenceofillicitbenzodiazepinesfromonlinedrugforums AT sumnerstevena evidenceoftheemergenceofillicitbenzodiazepinesfromonlinedrugforums |