Evidence map›Paper›PMID 34976612›Full record

ArticlePreventive medicine reports2021

Characterizing opioid-involved overdose risk in local communities: An opioid overdose vulnerability assessment across Indiana, 2017.

Jared L Sawyer, Shikhar Shrestha, Jennifer C Pustz, Robert Gottlieb, Deborah Nichols, Michelle Van Handel, Cailyn Lingwall, Thomas J Stopka

Open access · goldAbstract read
In one paragraph

Article in Preventive medicine reports, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
2.2field-weighted citation impact, top 13% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed, 11 citations in OpenAlex.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors at 4 institutions in 1 country.

Jared L SawyerDepartment of Public Health and Community Medicine, Tufts University School of Medicine, Boston, United States.
Shikhar ShresthaDepartment of Public Health and Community Medicine, Tufts University School of Medicine, Boston, United States.
Jennifer C PustzDepartment of Public Health and Community Medicine, Tufts University School of Medicine, Boston, United States.
Robert GottliebIndiana Department of Health, United States.
Deborah NicholsIndiana Department of Health, United States.
Michelle Van HandelCenters for Disease Control and Prevention, United States.
Cailyn LingwallCouncil of State and Territorial Epidemiologists, United States.
Thomas J StopkaDepartment of Public Health and Community Medicine, Tufts University School of Medicine, Boston, United States.
Tufts University · USIndiana State Department of Health · USCenters for Disease Control and Prevention · USCouncil of State and Territorial Epidemiologists · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The objective of this initiative was to conduct a comprehensive opioid overdose vulnerability assessment in Indiana and evaluate spatial accessibility to opioid use disorder treatment, harm reduction services, and opioid response programs. We compiled 2017 county-level (n = 92) data on opioid-related and socioeconomic indicators from publicly available state and federal sources. First, we assessed the spatial distribution of opioid-related indicators in a geographic information system (GIS). Next, we used a novel regression-weighted ranking approach with mean standardized covariates and an opioid-involved overdose mortality outcome to calculate county-level vulnerability scores. Finally, we examined accessibility to opioid use disorder treatment services and opioid response programs at the census tract-level (n = 1511) using two-step floating catchment area analysis. Opioid-related emergency department visit rate, opioid-related arrest rate, chronic hepatitis C virus infection rate, opioid prescription rate, unemployment rate, and percent of female-led households were independently and positively associated with opioid-involved overdose mortality (p < 0.05). We identified high-risk counties across the rural-urban continuum and primarily in east central Indiana. We found that only one of the 19 most vulnerable counties was in the top quintile for treatment services and had naloxone provider accessibility in all of its census tracts. Findings from our vulnerability assessment provide local-level context and evidence to support and inform future public health policies and targeted interventions in Indiana in areas with high opioid overdose vulnerability and low service accessibility. Our approach can be replicated in other state and local public health jurisdictions to assess opioid-involved public health vulnerabilities.

Indexed as

Geographical information systemIndianaOpioid-involved overdoseOpioid vulnerability assessmentTwo-step floating catchment area analysis

Identifiers

PMID34976612
PMCPMC8683947
OpenAlexW3198080268

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.