ReviewStroke2023
Stroke Learning Health Systems: A Topical Narrative Review With Case Examples.
Review in Stroke, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 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
15 citing papers in PubMed, 22 citations in OpenAlex.
- Leading Learning Health Systems: Strategies Used to Establish and Conduct a Learning Health System.Journal of general internal medicine · 2026Article
- Review
- Article
- Cross-national differences in stroke management in the Baltic states: analysis within the Stroke Action Plan for Europe framework.European stroke journal · 2026Article
- The Monash learning health system maturity matrix: codesign of a tool to measure and guide improvement in complex health system behaviour.BMC health services research · 2026Article
- Sex Differences in Patient Reported Outcome Measures after Stroke: What's New and What's Next?Current neurology and neuroscience reports · 2025Review
- The Lithuanian Stroke Database: selection of national stroke care performance measures.Frontiers in neurology · 2025Article
- Hyper-Acute Stroke Systems of Care and Workflow.Current neurology and neuroscience reports · 2024Review
- Tools and frameworks for evaluating the implementation of learning health systems: a scoping review.Health research policy and systems · 2024Article
- Twenty Years of Get With The Guidelines-Stroke: Celebrating Past Successes, Lessons Learned, and Future Challenges.Stroke · 2024Review
- Learning together for better health using an evidence-based Learning Health System framework: a case study in stroke.BMC medicine · 2024Article
- Addressing Disparities in Acute Stroke Management and Prognosis.Journal of the American Heart Association · 2024Review
- Transforming Posthospital Stroke Care, Outcomes, and Use of New Innovations Through Implementation Science.Journal of the American Heart Association · 2024Article
- Article
- Knowledge is power.The Lancet regional health. Southeast Asia · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors at 7 institutions in 6 countries.
Funding
Abstract
To our knowledge, the adoption of Learning Health System (LHS) concepts or approaches for improving stroke care, patient outcomes, and value have not previously been summarized. This topical review provides a summary of the published evidence about LHSs applied to stroke, and case examples applied to different aspects of stroke care from high and low-to-middle income countries. Our attempt to systematically identify the relevant literature and obtain real-world examples demonstrated the dissemination gaps, the lack of learning and action for many of the related LHS concepts across the continuum of care but also elucidated the opportunity for continued dialogue on how to study and scale LHS advances. In the field of stroke, we found only a few published examples of LHSs and health systems globally implementing some selected LHS concepts, but the term is not common. A major barrier to identifying relevant LHS examples in stroke may be the lack of an agreed taxonomy or terminology for classification. We acknowledge that health service delivery settings that leverage many of the LHS concepts do so operationally and the lessons learned are not shared in peer-reviewed literature. It is likely that this topical review will further stimulate the stroke community to disseminate related activities and use keywords such as learning health system so that the evidence base can be more readily identified.
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.