Evidence map›Paper›PMID 37650030›Full record

ArticleInternational journal of population data science2022

Using linked data to identify pathways of reporting overdose events in British Columbia, 2015-2017.

Eva Graham, Bin Zhao, Mallory Flynn, Paul Gustafson, Michael A Irvine, Amanda Slaunwhite, Heather Orpana, Margot Kuo, Laura MacDougall

Open access · goldAbstract read
In one paragraph

Article in International journal of population data science, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
0.2field-weighted citation impact, top 43% 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

2 citing papers in PubMed, 1 citations in OpenAlex.

  1. Locations of emergency medical services attended non-fatal opioid-involved overdoses, 888 counties, USA, 2022-2024.Injury prevention : journal of the International Society for Child and Adolescent Injury Prevention · 2026
    Article
  2. Article
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

9 authors at 4 institutions in 1 country.

Eva GrahamCentre for Surveillance and Applied Research, Public Health Agency of Canada.
Bin ZhaoBritish Columbia Centre for Disease Control.
Mallory FlynnCentre for Surveillance and Applied Research, Public Health Agency of Canada.
Paul GustafsonDepartment of Statistics, Faculty of Science, University of British Columbia.
Michael A IrvineBritish Columbia Centre for Disease Control.
Amanda SlaunwhiteBritish Columbia Centre for Disease Control.
Heather OrpanaCentre for Surveillance and Applied Research, Public Health Agency of Canada.
Margot KuoCentre for Surveillance and Applied Research, Public Health Agency of Canada.
Laura MacDougallCentre for Surveillance and Applied Research, Public Health Agency of Canada.
BC Centre for Disease Control · CAPublic Health Agency of Canada · CAUniversity of British Columbia · CAUniversity of Ottawa · CA

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Overdose events related to illicit opioids and other substances are a public health crisis in Canada. The BC Provincial Overdose Cohort is a collection of linked datasets identifying drug-related toxicity events, including death, ambulance, emergency room, hospital, and physician records. The datasets were brought together to understand factors associated with drug-related overdose and can also provide information on pathways of care among people who experience an overdose. Objectives: To describe pathways of recorded healthcare use for overdose events in British Columbia, Canada and discrepancies between data sources. Methods: Using the BC Provincial Overdose Cohort spanning 2015 to 2017, we examined pathways of recorded health care use for overdose through the framework of an injury reporting pyramid. We also explored differences in event capture between linked datasets. Results: In the cohort, a total of 34,113 fatal and non-fatal overdose events were identified. A total of 3,056 people died of overdose. Nearly 80% of these deaths occurred among those with no contact with the healthcare system. The majority of events with healthcare records included contact with EHS services (72%), while 39% were seen in the ED and only 7% were hospitalized. Pathways of care from EHS services to ED and hospitalization were generally observed. However, not all ED visits had an associated EHS record and some hospitalizations following an ED visit were for other health issues. Conclusions: These findings emphasize the importance of accessing timely healthcare for people experiencing overdose. These findings can be applied to understanding pathways of care for people who experience overdose events and estimating the total burden of healthcare-attended overdose events. Highlights: In British Columbia, Canada:Multiple sources of linked administrative health data were leveraged to understand recorded healthcare use among people with fatal and non-fatal overdose eventsThe majority of fatal overdose events occurred with no contact with the healthcare system and only appear in mortality dataMany non-fatal overdose events were captured in data from emergency health services, emergency departments, and hospital recordsAccessing timely healthcare services is critical for people experiencing overdose.

Indexed as

Drug OverdoseSemantic WebAmbulancesAnalgesics, OpioidBritish ColumbiaHumansAnalgesics, Opioidambulanceemergency departmentemergency medicinehospitalizationopioidoverdose

Identifiers

PMID37650030
PMCPMC10464869
OpenAlexW4307300331

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.