Sustainability planning in the US response to the opioid crisis: An examination using expert and text mining approaches

Author:

Gallo CarlosORCID,Abram Karen,Hannah Nanette,Caton LaurenORCID,Cimaglio Barbara,McGovern MarkORCID,Brown C. Hendricks

Abstract

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.

Funder

National Institute on Drug Abuse

Publisher

Public Library of Science (PLoS)

Subject

Multidisciplinary

Reference61 articles.

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