Evidence map›Paper›PMID 41694235›Full record

ArticleLearning health systems2026

Navigating and reframing tensions within equity-centered learning health systems.

Ibukun-Oluwa Omolade Abejirinde, Brianne Wood

Abstract read
In one paragraph

Article in Learning health systems, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Article
  3. 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

2 authors.

Ibukun-Oluwa Omolade AbejirindeInstitute for Better Health Trillium Health Partners Mississauga Ontario Canada.
Brianne WoodThunder Bay Regional Health Research Institute Thunder Bay Ontario Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Canada recently joined a growing list of countries that are establishing national collaboratives to exchange knowledge on and scale learning health systems (LHSs) across geographies and sectors. The first symposium of the pan-Canadian Learning Health Hub was held in June 2024 and included a keynote presentation and breakout discussions on how to operationalize equity in LHSs. Methods: In preparing for the keynote presentation, we examined the literature, reflected on our experiences building LHSs that have an equity focus, and on discussions we have had with other LHS practitioners on where and how equity manifests within a LHS. Results: Through our preparation, we identified three tensions that are inherent to and result from centering equity in LHSs: (i) Divergent definitions and languages of health equity (the tension of language); (ii) rapid learning versus slow engagement (the tension of pace); and (iii) equity as a driver and an outcome (the tension of dual roles). In this analysis, we present how these tensions manifest in the practice of equity and LHSs alongside strategies for navigating and reframing these tensions to catalyze dynamic learning. Conclusion: For individuals and organizations interested in advancing equity-oriented LHSs, in Canada and other jurisdictions, this paper highlights how and why the goal should not be to avoid these tensions, but rather to navigate the push-pull inherent in our contexts with intention and a commitment to transformative action.

Indexed as

Canadaequitylearning health systemsLHS action framework

Identifiers

PMID41694235
PMCPMC12900621

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.