Evidence map›Paper›PMID 38046561›Full record

ArticleOnline journal of public health informatics2023

Toxicology Test Results for Public Health Surveillance of the Opioid Epidemic: Retrospective Analysis.

Titus Schleyer, Bill Robinson, Samir Parmar, Diane Janowiak, P Joseph Gibson, Val Spangler

Abstract read
In one paragraph

Article in Online journal of public health informatics, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

6 authors.

Titus SchleyerCenter for Biomedical Informatics Regenstrief Institute, Inc Indianapolis, IN United States.ORCID https://orcid.org/0000-0003-1829-971X
Bill Robinsonhc1 Insights, Inc Indianapolis, IN United States.ORCID https://orcid.org/0009-0002-2634-3880
Samir ParmarAtlanta, GA United States.ORCID https://orcid.org/0009-0002-9909-2947
Diane Janowiakhc1 Insights, Inc Indianapolis, IN United States.ORCID https://orcid.org/0000-0002-9208-0647
P Joseph GibsonMarion County Public Health Department Indianapolis, GA United States.ORCID https://orcid.org/0000-0001-9365-2881
Val Spanglerhc1 Insights, Inc Indianapolis, IN United States.ORCID https://orcid.org/0009-0006-6143-9262

Funding

Quality Assurance and Quality Control Project Management: Improving Submissions and Study Conduct in the Human Subjects Research Prior Approval ProcessUL1TR002529 · NCATS · INDIANA UNIVERSITY INDIANAPOLIS · PI MOE, SHARON M, WIEHE, SARAH ELIZABETH · 2018 to 2022
$27.2M
Combating the opiod epidemic with big data analytics and a live, nationwide dashboardR43DA045455 · NIDA · HC1.COM INC. · PI JANOWIAK, DIANE, SCHLEYER, TITUS K. · 2018 to 2018
$150k
NCATS NIH HHS UL1 TR002529NIDA NIH HHS R43 DA045455
6 · The paper itself

Abstract

Background: Addressing the opioid epidemic requires timely insights into population-level factors, such as trends in prevalence of legal and illegal substances, overdoses, and deaths. Objective: This study aimed to examine whether toxicology test results of living individuals from a variety of sources could be useful in surveilling the opioid epidemic. Methods: A retrospective analysis standardized, merged, and linked toxicology results from 24 laboratories in Marion County, Indiana, United States, from September 1, 2018, to August 31, 2019. The data set consisted of 33,787 Marion County residents and their 746,681 results. We related the data to general Marion County demographics and compared alerts generated by toxicology results to opioid overdose-related emergency department visits. Nineteen domain experts helped prototype analytical visualizations. Main outcome measures included test positivity in the county and by ZIP code; selected demographics of individuals with toxicology results; and correlation of toxicology results with opioid overdose-related emergency department visits. Results: Four percent of Marion County residents had at least 1 toxicology result. Test positivity rates ranged from 3% to 19% across ZIP codes. Males were underrepresented in the data set. Age distribution resembled that of Marion County. Alerts for opioid toxicology results were not correlated with opioid overdose-related emergency department visits. Conclusions: Analyzing toxicology results at scale was impeded by varying data formats, completeness, and representativeness; changes in data feeds; and patient matching difficulties. In this study, toxicology results did not predict spikes in opioid overdoses. Larger, more rigorous and well-controlled studies are needed to assess the utility of toxicology tests in predicting opioid overdose spikes.

Indexed as

clinical laboratory techniquesepidemiologyopioid epidemicpublic healthtoxicology

Identifiers

PMID38046561
PMCPMC10689049

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.