Literature DB >> 33507985

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

Carlos Gallo1, Karen Abram1, Nanette Hannah1, Lauren Caton2, Barbara Cimaglio3, Mark McGovern2,4, C Hendricks Brown1.   

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.

Entities:  

Year:  2021        PMID: 33507985      PMCID: PMC7842889          DOI: 10.1371/journal.pone.0245920

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.240


  20 in total

1.  An agenda for research on the sustainability of public health programs.

Authors:  Mary Ann Scheirer; James W Dearing
Journal:  Am J Public Health       Date:  2011-09-22       Impact factor: 9.308

2.  Blending Qualitative and Computational Linguistics Methods for Fidelity Assessment: Experience with the Familias Unidas Preventive Intervention.

Authors:  Carlos Gallo; Hilda Pantin; Juan Villamar; Guillermo Prado; Maria Tapia; Mitsunori Ogihara; Gracelyn Cruden; C Hendricks Brown
Journal:  Adm Policy Ment Health       Date:  2015-09

3.  Conceptualizing and measuring sustainability of prevention programs, policies, and practices.

Authors:  Lawrence A Palinkas; Suzanne E Spear; Sapna J Mendon; Juan Villamar; Charles Reynolds; Costella D Green; Charlotte Olson; Audrey Adade; C Hendricks Brown
Journal:  Transl Behav Med       Date:  2020-02-03       Impact factor: 3.046

4.  When small words foretell academic success: the case of college admissions essays.

Authors:  James W Pennebaker; Cindy K Chung; Joey Frazee; Gary M Lavergne; David I Beaver
Journal:  PLoS One       Date:  2014-12-31       Impact factor: 3.240

Review 5.  Misuse of Novel Synthetic Opioids: A Deadly New Trend.

Authors:  Matthew P Prekupec; Peter A Mansky; Michael H Baumann
Journal:  J Addict Med       Date:  2017 Jul/Aug       Impact factor: 3.702

6.  Contracting as a bridging factor linking outer and inner contexts during EBP implementation and sustainment: a prospective study across multiple U.S. public sector service systems.

Authors:  Rebecca Lengnick-Hall; Cathleen Willging; Michael Hurlburt; Karissa Fenwick; Gregory A Aarons
Journal:  Implement Sci       Date:  2020-06-11       Impact factor: 7.327

7.  Measurement of sustainment of prevention programs and initiatives: the sustainment measurement system scale.

Authors:  Lawrence A Palinkas; Chih-Ping Chou; Suzanne E Spear; Sapna J Mendon; Juan Villamar; C Hendricks Brown
Journal:  Implement Sci       Date:  2020-09-03       Impact factor: 7.327

8.  Automatic classification of communication logs into implementation stages via text analysis.

Authors:  Dingding Wang; Mitsunori Ogihara; Carlos Gallo; Juan A Villamar; Justin D Smith; Wouter Vermeer; Gracelyn Cruden; Nanette Benbow; C Hendricks Brown
Journal:  Implement Sci       Date:  2016-09-06       Impact factor: 7.327

9.  Developing a comprehensive definition of sustainability.

Authors:  Julia E Moore; Alekhya Mascarenhas; Julie Bain; Sharon E Straus
Journal:  Implement Sci       Date:  2017-09-02       Impact factor: 7.327

10.  The prospects for sustaining evidence-based responses to the US opioid epidemic: state leadership perspectives.

Authors:  Lauren Caton; Mina Yuan; Dexter Louie; Carlos Gallo; Karen Abram; Lawrence Palinkas; C Hendricks Brown; Mark McGovern
Journal:  Subst Abuse Treat Prev Policy       Date:  2020-11-04
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  1 in total

1.  Promoting sustainable responses to the US opioid epidemic with community-academic partnerships: qualitative outcomes from a statewide program.

Authors:  David L Driscoll; Alison Evans Cuellar; Vinod Agarwal; Debra Jones; Mary Beth Dunkenberger; Kathy Hosig
Journal:  Subst Abuse Treat Prev Policy       Date:  2022-04-07
  1 in total

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