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Sustainability planning in the US response to the opioid crisis: An examination using expert and text mining approaches
Between January 2016 and June 2020, the Substance Abuse and Mental Health Services Administration rapidly distributed $7.5 billion in response to the U.S. opioid crisis. These funds are designed to increase access to medications for addiction treatment, reduce unmet treatment need, reduce overdose d...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7842889/ https://www.ncbi.nlm.nih.gov/pubmed/33507985 http://dx.doi.org/10.1371/journal.pone.0245920 |
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author | Gallo, Carlos Abram, Karen Hannah, Nanette Caton, Lauren Cimaglio, Barbara McGovern, Mark Brown, C. Hendricks |
author_facet | Gallo, Carlos Abram, Karen Hannah, Nanette Caton, Lauren Cimaglio, Barbara McGovern, Mark Brown, C. Hendricks |
author_sort | Gallo, Carlos |
collection | PubMed |
description | Between January 2016 and June 2020, the Substance Abuse and Mental Health Services Administration rapidly distributed $7.5 billion in response to the U.S. opioid crisis. These funds are designed to increase access to medications for addiction treatment, reduce unmet treatment need, reduce overdose death rates, and provide and sustain effective prevention, treatment and recovery activities. It is unclear whether or not the services developed using these funds will be sustained beyond the start-up period. Based on 34 (64%) State Opioid Response (SOR) applications, we assessed the states’ sustainability plans focusing on potential funding sources, policies, and quality monitoring. We found variable commitment to sustainability across response plans with less than half the states adequately describing sustainability plans. States with higher proportions of opioid prescribing, opioid misuse, and poverty had somewhat higher scores on sustainment. A text mining/machine learning approach automatically rated sustainability in SOR applications with an 82% accuracy compared to human ratings. Because life saving evidence-based programs and services may be lost, intentional commitment to sustainment beyond the bolus of start-up funding is essential. |
format | Online Article Text |
id | pubmed-7842889 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-78428892021-02-02 Sustainability planning in the US response to the opioid crisis: An examination using expert and text mining approaches Gallo, Carlos Abram, Karen Hannah, Nanette Caton, Lauren Cimaglio, Barbara McGovern, Mark Brown, C. Hendricks PLoS One Research Article Between January 2016 and June 2020, the Substance Abuse and Mental Health Services Administration rapidly distributed $7.5 billion in response to the U.S. opioid crisis. These funds are designed to increase access to medications for addiction treatment, reduce unmet treatment need, reduce overdose death rates, and provide and sustain effective prevention, treatment and recovery activities. It is unclear whether or not the services developed using these funds will be sustained beyond the start-up period. Based on 34 (64%) State Opioid Response (SOR) applications, we assessed the states’ sustainability plans focusing on potential funding sources, policies, and quality monitoring. We found variable commitment to sustainability across response plans with less than half the states adequately describing sustainability plans. States with higher proportions of opioid prescribing, opioid misuse, and poverty had somewhat higher scores on sustainment. A text mining/machine learning approach automatically rated sustainability in SOR applications with an 82% accuracy compared to human ratings. Because life saving evidence-based programs and services may be lost, intentional commitment to sustainment beyond the bolus of start-up funding is essential. Public Library of Science 2021-01-28 /pmc/articles/PMC7842889/ /pubmed/33507985 http://dx.doi.org/10.1371/journal.pone.0245920 Text en © 2021 Gallo et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Gallo, Carlos Abram, Karen Hannah, Nanette Caton, Lauren Cimaglio, Barbara McGovern, Mark Brown, C. Hendricks Sustainability planning in the US response to the opioid crisis: An examination using expert and text mining approaches |
title | Sustainability planning in the US response to the opioid crisis: An examination using expert and text mining approaches |
title_full | Sustainability planning in the US response to the opioid crisis: An examination using expert and text mining approaches |
title_fullStr | Sustainability planning in the US response to the opioid crisis: An examination using expert and text mining approaches |
title_full_unstemmed | Sustainability planning in the US response to the opioid crisis: An examination using expert and text mining approaches |
title_short | Sustainability planning in the US response to the opioid crisis: An examination using expert and text mining approaches |
title_sort | sustainability planning in the us response to the opioid crisis: an examination using expert and text mining approaches |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7842889/ https://www.ncbi.nlm.nih.gov/pubmed/33507985 http://dx.doi.org/10.1371/journal.pone.0245920 |
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