Cargando…

Exploring substance use disorder discussions in Native American communities: a retrospective Twitter infodemiology study

BACKGROUND: The opioid epidemic has had a devastating impact on youth from American Indian and Alaska Native (AI/AN) Tribes and Villages, which also experience disparate suicide rates. The use of publicly available social media data originating from AI/AN communities may enhance public health respon...

Descripción completa

Detalles Bibliográficos
Autores principales: Calac, Alec J., McMann, Tiana, Cai, Mingxiang, Li, Jiawei, Cuomo, Raphael, Mackey, Tim K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9753320/
https://www.ncbi.nlm.nih.gov/pubmed/36517902
http://dx.doi.org/10.1186/s12954-022-00728-z
_version_ 1784850938390904832
author Calac, Alec J.
McMann, Tiana
Cai, Mingxiang
Li, Jiawei
Cuomo, Raphael
Mackey, Tim K.
author_facet Calac, Alec J.
McMann, Tiana
Cai, Mingxiang
Li, Jiawei
Cuomo, Raphael
Mackey, Tim K.
author_sort Calac, Alec J.
collection PubMed
description BACKGROUND: The opioid epidemic has had a devastating impact on youth from American Indian and Alaska Native (AI/AN) Tribes and Villages, which also experience disparate suicide rates. The use of publicly available social media data originating from AI/AN communities may enhance public health response time to substance use disorder (SUD)-related overdose and augment Tribal public health surveillance systems, but these concepts have yet to be adequately explored. The goal of this exploratory analysis was to identify primary and secondary accounts of overdose and characterize relevant contextual factors in the AI/AN population on social media. METHODS: The Twitter application programming interface was queried for all Tweets containing geocoded data between March 2014 and June 2020 and filtered for the keyword [‘overdose’]. This sample of Tweets (n = 146,236) was then restricted to those geolocated from US Tribal lands (n = 619). Tweets were manually annotated for primary or secondary accounts of overdose as well as suicidal ideation, substance(s) used, stigma of drug use, and community-wide incidents. RESULTS: We collected a total of 146,235 tweets that were geocoded and contained the word ‘overdose,’ of which 9.5% were posted on Tribal lands (n = 619). 9.4% of these tweets (n = 58) met our study inclusion criteria and were mainly posted from Oklahoma (n = 26, 45%) and North Carolina (n = 13, 22.4%). Most Tweets (n = 41, 71%) described a primary account of an overdose and were mostly posted from 2014 to 2015. Less than half of the Tweets (n = 27, 46.5%) referenced a specific substance. Those substances mentioned included alcohol, marijuana, methamphetamine, heroin, laundry softener, cocaine, K2-Spice (synthetic cannabinoid), codeine, morphine, Nyquil, and Xanax. DISCUSSION: Though exploratory, our study identified SUD-related content self-reported by AI/AN communities on Twitter, especially in Oklahoma and North Carolina. These results may assist in the future design and detection of infodemiology trends and early warning signs that can better facilitate intervention specific to the ongoing Tribal opioid epidemic. While all data were collected from the public domain, additional care should be given to individual and community privacy.
format Online
Article
Text
id pubmed-9753320
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-97533202022-12-16 Exploring substance use disorder discussions in Native American communities: a retrospective Twitter infodemiology study Calac, Alec J. McMann, Tiana Cai, Mingxiang Li, Jiawei Cuomo, Raphael Mackey, Tim K. Harm Reduct J Brief Report BACKGROUND: The opioid epidemic has had a devastating impact on youth from American Indian and Alaska Native (AI/AN) Tribes and Villages, which also experience disparate suicide rates. The use of publicly available social media data originating from AI/AN communities may enhance public health response time to substance use disorder (SUD)-related overdose and augment Tribal public health surveillance systems, but these concepts have yet to be adequately explored. The goal of this exploratory analysis was to identify primary and secondary accounts of overdose and characterize relevant contextual factors in the AI/AN population on social media. METHODS: The Twitter application programming interface was queried for all Tweets containing geocoded data between March 2014 and June 2020 and filtered for the keyword [‘overdose’]. This sample of Tweets (n = 146,236) was then restricted to those geolocated from US Tribal lands (n = 619). Tweets were manually annotated for primary or secondary accounts of overdose as well as suicidal ideation, substance(s) used, stigma of drug use, and community-wide incidents. RESULTS: We collected a total of 146,235 tweets that were geocoded and contained the word ‘overdose,’ of which 9.5% were posted on Tribal lands (n = 619). 9.4% of these tweets (n = 58) met our study inclusion criteria and were mainly posted from Oklahoma (n = 26, 45%) and North Carolina (n = 13, 22.4%). Most Tweets (n = 41, 71%) described a primary account of an overdose and were mostly posted from 2014 to 2015. Less than half of the Tweets (n = 27, 46.5%) referenced a specific substance. Those substances mentioned included alcohol, marijuana, methamphetamine, heroin, laundry softener, cocaine, K2-Spice (synthetic cannabinoid), codeine, morphine, Nyquil, and Xanax. DISCUSSION: Though exploratory, our study identified SUD-related content self-reported by AI/AN communities on Twitter, especially in Oklahoma and North Carolina. These results may assist in the future design and detection of infodemiology trends and early warning signs that can better facilitate intervention specific to the ongoing Tribal opioid epidemic. While all data were collected from the public domain, additional care should be given to individual and community privacy. BioMed Central 2022-12-14 /pmc/articles/PMC9753320/ /pubmed/36517902 http://dx.doi.org/10.1186/s12954-022-00728-z Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Brief Report
Calac, Alec J.
McMann, Tiana
Cai, Mingxiang
Li, Jiawei
Cuomo, Raphael
Mackey, Tim K.
Exploring substance use disorder discussions in Native American communities: a retrospective Twitter infodemiology study
title Exploring substance use disorder discussions in Native American communities: a retrospective Twitter infodemiology study
title_full Exploring substance use disorder discussions in Native American communities: a retrospective Twitter infodemiology study
title_fullStr Exploring substance use disorder discussions in Native American communities: a retrospective Twitter infodemiology study
title_full_unstemmed Exploring substance use disorder discussions in Native American communities: a retrospective Twitter infodemiology study
title_short Exploring substance use disorder discussions in Native American communities: a retrospective Twitter infodemiology study
title_sort exploring substance use disorder discussions in native american communities: a retrospective twitter infodemiology study
topic Brief Report
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9753320/
https://www.ncbi.nlm.nih.gov/pubmed/36517902
http://dx.doi.org/10.1186/s12954-022-00728-z
work_keys_str_mv AT calacalecj exploringsubstanceusedisorderdiscussionsinnativeamericancommunitiesaretrospectivetwitterinfodemiologystudy
AT mcmanntiana exploringsubstanceusedisorderdiscussionsinnativeamericancommunitiesaretrospectivetwitterinfodemiologystudy
AT caimingxiang exploringsubstanceusedisorderdiscussionsinnativeamericancommunitiesaretrospectivetwitterinfodemiologystudy
AT lijiawei exploringsubstanceusedisorderdiscussionsinnativeamericancommunitiesaretrospectivetwitterinfodemiologystudy
AT cuomoraphael exploringsubstanceusedisorderdiscussionsinnativeamericancommunitiesaretrospectivetwitterinfodemiologystudy
AT mackeytimk exploringsubstanceusedisorderdiscussionsinnativeamericancommunitiesaretrospectivetwitterinfodemiologystudy