Evidence map›Paper›PMID 41959682›Full record

ArticleInternational journal of population data science2026

Understanding inclusion, diversity, equity, and accessibility in a distributed data network: environmental scan within health data research network Canada.

Amy Freier, Laura Bowler, Hannah Owczar, Amédé Gogovor, Mamata Pandy, John Riley, Morgan Stirling, Jessica Duris, Kimberlyn McGrail, Nathan C Nickel

Abstract read
In one paragraph

Article in International journal of population data science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

10 authors.

Amy FreierManitoba Centre for Health Policy, College of Community and Global Health, Rady Faculty of Health Sciences, University of Manitoba.
Laura BowlerManitoba Centre for Health Policy, College of Community and Global Health, Rady Faculty of Health Sciences, University of Manitoba.
Hannah OwczarManitoba Centre for Health Policy, College of Community and Global Health, Rady Faculty of Health Sciences, University of Manitoba.
Amédé GogovorDepartment of Family Medicine and Emergency Medicine, Université Laval, Quebec, G1V 0A6, Canada.
Mamata PandySaskatchewan Health Authority, Research, Room 414, St Andrews College, 1121 College Drive, Saskatoon, S7N 0W3.
John RileyOntario SPOR SUPPORT Unit (OSSU): Toronto, Ontario, CA.
Morgan StirlingManitoba Centre for Health Policy, College of Community and Global Health, Rady Faculty of Health Sciences, University of Manitoba.
Jessica DurisDepartment of Psychology, University of Manitoba, Manitoba, R3T 2N2, Canada.
Kimberlyn McGrailHealth Data Research Network Canada.
Nathan C NickelManitoba Centre for Health Policy, College of Community and Global Health, Rady Faculty of Health Sciences, University of Manitoba.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Inclusion, Diversity, Equity, and Accessibility (IDEA) are critical in addressing systemic bias and advancing equitable data practices. Health Data Research Network Canada (HDRN Canada) initiated an environmental scan to understand IDEA activities within its member organisations and identify opportunities to embed IDEA principles into its operations and data research approaches. The scan aimed to understand: 1) how IDEA activities are organised and sustained across the network; 2) the availability of resources and policies to support IDEA initiatives; and 3) gaps and opportunities for HDRN Canada to standardise and enhance IDEA efforts. A survey was distributed to 19 member organisations between December 2022 and February 2023, covering six domains of inquiry. Data were analysed using descriptive statistics and narrative synthesis, with insights from HDRN Canada's IDEA Team ensuring validity. Eighteen organisations participated, revealing significant variability in IDEA implementation. The findings highlight systemic gaps, including fragmented policies, insufficient training, a reliance on volunteer efforts, and informal mechanisms to ensure equitable use of disaggregated data.

Indexed as

Access to InformationCanadaDiversity, Equity, InclusionHumansaccessibilityadministrative datadiversityenvironmental scanequityHealth Data Research NetworkIDEAinclusion

Identifiers

PMID41959682
PMCPMC13060009

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.