ArticleBMJ open2026
How equity is operationalised in learning health systems: a scoping review protocol.
Article in BMJ open, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
introductionLearning health systems (LHS) aim to improve care through repeated cycles that link data, learning and action. These systems have a goal to uphold equity through purposefully including patients and other stakeholders in co-design and using real-world data to identify and respond to inequities. However, evidence shows that LHS do not automatically produce equitable outcomes, and a gap persists between stated equity goals and the practical mechanisms used to build equity into system design, measurement and decision-making. This scoping review examines how equity and related concepts, including antiracism and Indigenous self-determination, are operationalised within LHS. METHODS AND ANALYSIS: We will conduct a scoping review using the Joanna Briggs Institute methodology and report the findings in accordance with Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews (PRISMA-ScR) guidelines. To capture equity-oriented learning beyond formally labelled systems, we define LHS by function rather than name, focusing on systems that demonstrate linkages between data use, learning and action. We will search PubMed/MEDLINE, CINAHL, Embase, Scopus, Web of Science and PsycINFO, supplemented by hand searches of relevant journals for peer-reviewed articles published from 2015 to July 2026. Two reviewers will independently screen titles, abstracts and full texts. Using a structured extraction form, we will chart how equity is defined and operationalised within LHS, including governance and decision-making processes, data and measurement practices, learning activities and contextual factors that shape equity-oriented learning. We will synthesise findings descriptively and thematically to map where in the LHS cycle equity is operationalised, what equity dimensions are addressed and where reporting gaps remain. Findings will inform researchers, health system leaders and communities on how equity can be built into routine LHS processes. ETHICS AND DISSEMINATION: Ethics approval is not required as this review synthesises published literature. Findings will be disseminated through peer-reviewed publications and conference presentations.
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What OpenQuestion holds
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.