ArticleLearning health systems2026
Navigating and reframing tensions within equity-centered learning health systems.
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.
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.
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.
Who cites it
3 citing papers in PubMed.
- Facilitators and barriers to patient and public involvement in developing learning health systems within community health services: ascoping review.Research involvement and engagement · 2026Review
- Navigating and reframing tensions within equity-centered learning health systems.Learning health systems · 2026Article
- Learning Health Systems, Equity, and Bounded Justice: A Critical Scoping Review.Learning health systems · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
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.
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Registered trials
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.