Evidence map›Paper›PMID 42077668›Full record

ArticleLearning health systems2026

Supporting Cultural and Learning Enablers for a Learning Health System (SCALE): A Program Theory Approach.

Laura Desveaux, Ruoxi Wang, Jayshree Joshi, Marissa Bird

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 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

4 authors.

Laura DesveauxInstitute for Better Health Trillium Health Partners Mississauga Ontario Canada.
Ruoxi WangInstitute for Better Health Trillium Health Partners Mississauga Ontario Canada.
Jayshree JoshiTrillium Health Partners Mississauga Ontario Canada.
Marissa BirdInstitute for Better Health Trillium Health Partners Mississauga Ontario Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Health systems around the world are investing in learning health system (LHS) infrastructure to strengthen their capacity to adapt, improve, and respond in real time. While prior work has focused on technical infrastructure, less is known about the conditions that enable learning to happen as envisioned. We aimed to address this knowledge gap by developing a multi-level, empirically grounded theory for operationalizing organizational attributes and leadership practices that influence learning in LHS. Methods: We adopted an iterative, theory-informed qualitative approach inspired by realist evaluation principles. Drawing on organizational and LHS literature, we developed an initial program theory hypothesizing key antecedents of organizational learning and conducted semi-structured interviews with formal leaders in a large community hospital using a "teacher-learner cycle" to test and refine the initial program theory. Results: Based on interviews with 12 formal leaders, we developed a mid-range program theory outlining how structural, leadership, and cultural factors interact to create (or impede) the conditions for organizational learning in LHS. Resource investment, organizational governance, shared organizational identity, and leadership approaches emerged as key factors. These factors influence both the relational dynamics and execution dynamics that drive how work is done, determining whether the culture is characterized by learning catalysts or inertial loops. Conclusions: Leadership practices shape the cultural conditions that enable or stall system-level learning in LHS. While structural supports matter, they do not create the conditions for learning without leadership practices that reinforce clarity, connection, and curiosity.

Indexed as

applied health researchleadershiplearning health systemorganizational learningprogram theory

Identifiers

PMID42077668
PMCPMC13129495

What OpenQuestion holds

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Registered trials

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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.