ArticleHealth research policy and systems2025
Evaluating health organization readiness for implementing a learning health system: a scoping review.
Article in Health research policy and systems, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 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
5 citing papers in PubMed.
- Promising Patient-Engagement Practices Used by National Research Networks at the US Veterans Health Administration: Perspectives of Veterans, Staff, and Research Leaders.Learning health systems · 2026Article
- Article
- Article
- Assessing healthcare organizations' readiness to implement a learning health system: questionnaire validation using a Delphi method.BMC health services research · 2025Article
- Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
12 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveLearning health systems (LHS) may improve healthcare access, innovation, coordination, continuity and quality. To ensure implementation success, healthcare organizations must be able to assess their current readiness to adopt an LHS approach; however, there is a paucity of LHS-specific readiness tools in the extant literature. Thus, the overarching aim of this study was to map the depth and breadth of LHS literature to identify the domains and items, alongside barriers, facilitators, implementation strategies and competencies relevant to include in an LHS readiness tool.
methodsA scoping review informed by Arksey and O'Malley's framework and updates proposed by Levac et al. was employed. Scopus, MEDLINE, Embase, CINAHL, PsychINFO, Education Source and Business Source Complete were searched from inception to May 2024. English or French publications that addressed the definitions, frameworks, competencies, barriers and facilitators of an LHS were eligible.
resultsThe bibliographic database search and screening process yielded 90 articles, published between 2007 and 2024. A total of 72 articles defined LHS, with most emphasizing continuous learning cycles, evidence integration, infrastructure and stakeholder engagement. In addition, 56 articles presented 21 frameworks (educational, logic, maturity, organizational, equity and implementation), and 50 described key domains, including the D2K-K2P-P2D cycle, core values, and leadership, governance, and data infrastructure. Barriers to implementation included limited resources, unsupportive culture, poor interoperability and ethical challenges, while facilitators were strong leadership, shared purpose, robust partnerships and supportive policies. Identified competencies spanned research, informatics, quality improvement, systems science, engagement and ethics, with educational strategies ranging from collaboratives and training programs to graduate curricula and peer learning. Readiness and maturity assessments were discussed in 28 articles, but only a few operationalized these concepts. No specific LHS readiness assessments were identified.
conclusionsCurrent readiness tools derived from quality-improvement contexts may be helpful but not sufficiently specific for assessing healthcare organizations' readiness to implement an LHS approach. This review identified important barriers, facilitators, and strategies related to the collective behaviour change required to implement an LHS approach that should be considered in the future development of an LHS readiness assessment.
Indexed as
Identifiers
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.