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Barriers to opioid use disorder treatment: A comparison of self-reported information from social media with barriers found in literature
INTRODUCTION: Medications such as buprenorphine and methadone are effective for treating opioid use disorder (OUD), but many patients face barriers related to treatment and access. We analyzed two sources of data—social media and published literature—to categorize and quantify such barriers. METHODS...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10158842/ https://www.ncbi.nlm.nih.gov/pubmed/37151596 http://dx.doi.org/10.3389/fpubh.2023.1141093 |
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author | Bremer, Whitney Plaisance, Karma Walker, Drew Bonn, Matthew Love, Jennifer S. Perrone, Jeanmarie Sarker, Abeed |
author_facet | Bremer, Whitney Plaisance, Karma Walker, Drew Bonn, Matthew Love, Jennifer S. Perrone, Jeanmarie Sarker, Abeed |
author_sort | Bremer, Whitney |
collection | PubMed |
description | INTRODUCTION: Medications such as buprenorphine and methadone are effective for treating opioid use disorder (OUD), but many patients face barriers related to treatment and access. We analyzed two sources of data—social media and published literature—to categorize and quantify such barriers. METHODS: In this mixed methods study, we analyzed social media (Reddit) posts from three OUD-related forums (subreddits): r/suboxone, r/Methadone, and r/naltrexone. We applied natural language processing to identify posts relevant to treatment barriers, categorized them into insurance- and non-insurance-related, and manually subcategorized them into fine-grained topics. For comparison, we used substance use-, OUD- and barrier-related keywords to identify relevant articles from PubMed published between 2006 and 2022. We searched publications for language expressing fear of barriers, and hesitation or disinterest in medication treatment because of barriers, paying particular attention to the affected population groups described. RESULTS: On social media, the top three insurance-related barriers included having no insurance (22.5%), insurance not covering OUD treatment (24.7%), and general difficulties of using insurance for OUD treatment (38.2%); while the top two non-insurance-related barriers included stigma (47.6%), and financial difficulties (26.2%). For published literature, stigma was the most prominently reported barrier, occurring in 78.9% of the publications reviewed, followed by financial and/or logistical issues to receiving medication treatment (73.7%), gender-specific barriers (36.8%), and fear (31.5%). CONCLUSION: The stigma associated with OUD and/or seeking treatment and insurance/cost are the two most common types of barriers reported in the two sources combined. Harm reduction efforts addressing barriers to recovery may benefit from leveraging multiple data sources. |
format | Online Article Text |
id | pubmed-10158842 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-101588422023-05-05 Barriers to opioid use disorder treatment: A comparison of self-reported information from social media with barriers found in literature Bremer, Whitney Plaisance, Karma Walker, Drew Bonn, Matthew Love, Jennifer S. Perrone, Jeanmarie Sarker, Abeed Front Public Health Public Health INTRODUCTION: Medications such as buprenorphine and methadone are effective for treating opioid use disorder (OUD), but many patients face barriers related to treatment and access. We analyzed two sources of data—social media and published literature—to categorize and quantify such barriers. METHODS: In this mixed methods study, we analyzed social media (Reddit) posts from three OUD-related forums (subreddits): r/suboxone, r/Methadone, and r/naltrexone. We applied natural language processing to identify posts relevant to treatment barriers, categorized them into insurance- and non-insurance-related, and manually subcategorized them into fine-grained topics. For comparison, we used substance use-, OUD- and barrier-related keywords to identify relevant articles from PubMed published between 2006 and 2022. We searched publications for language expressing fear of barriers, and hesitation or disinterest in medication treatment because of barriers, paying particular attention to the affected population groups described. RESULTS: On social media, the top three insurance-related barriers included having no insurance (22.5%), insurance not covering OUD treatment (24.7%), and general difficulties of using insurance for OUD treatment (38.2%); while the top two non-insurance-related barriers included stigma (47.6%), and financial difficulties (26.2%). For published literature, stigma was the most prominently reported barrier, occurring in 78.9% of the publications reviewed, followed by financial and/or logistical issues to receiving medication treatment (73.7%), gender-specific barriers (36.8%), and fear (31.5%). CONCLUSION: The stigma associated with OUD and/or seeking treatment and insurance/cost are the two most common types of barriers reported in the two sources combined. Harm reduction efforts addressing barriers to recovery may benefit from leveraging multiple data sources. Frontiers Media S.A. 2023-04-20 /pmc/articles/PMC10158842/ /pubmed/37151596 http://dx.doi.org/10.3389/fpubh.2023.1141093 Text en Copyright © 2023 Bremer, Plaisance, Walker, Bonn, Love, Perrone and Sarker. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Public Health Bremer, Whitney Plaisance, Karma Walker, Drew Bonn, Matthew Love, Jennifer S. Perrone, Jeanmarie Sarker, Abeed Barriers to opioid use disorder treatment: A comparison of self-reported information from social media with barriers found in literature |
title | Barriers to opioid use disorder treatment: A comparison of self-reported information from social media with barriers found in literature |
title_full | Barriers to opioid use disorder treatment: A comparison of self-reported information from social media with barriers found in literature |
title_fullStr | Barriers to opioid use disorder treatment: A comparison of self-reported information from social media with barriers found in literature |
title_full_unstemmed | Barriers to opioid use disorder treatment: A comparison of self-reported information from social media with barriers found in literature |
title_short | Barriers to opioid use disorder treatment: A comparison of self-reported information from social media with barriers found in literature |
title_sort | barriers to opioid use disorder treatment: a comparison of self-reported information from social media with barriers found in literature |
topic | Public Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10158842/ https://www.ncbi.nlm.nih.gov/pubmed/37151596 http://dx.doi.org/10.3389/fpubh.2023.1141093 |
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