ArticleLearning health systems2023
A framework for understanding, designing, developing and evaluating learning health systems.
Article in Learning health systems, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 56 papers, 1 of them a synthesis that pooled it.
What it found
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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.
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Who cites it
56 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Learning health system for implementation, scale-up, and sustainment: a systematic review to consolidate guidance for improvement.Implementation science : IS · 2026Pooled it
- Readiness for scale up following effectiveness-implementation trial: results of scalability assessment of the Community Partnership Program for diabetes self-management for older adults with multiple chronic conditions.BMC health services research · 2025Trial
- Person-centered shared decision-making and data-informed district nursing care to enhance independence: Protocol for a feasibility study.International journal of nursing studies advances · 2026Article
- Toward a Smart Learning Health System: An Ontology-Based Framework.Learning health systems · 2026Article
- Development of the Learning Health Systems Toolkit: A Collaborative Effort to Bridge Concept and Practice.Learning health systems · 2026Article
- Data Maturity Assessment in Long-Term Care: Mixed Methods Study.Journal of medical Internet research · 2026Article
- Measuring healthcare quality in police custody: the development of quality indicators through expert consultations in the Netherlands.Health & justice · 2026Article
- A scoping review of outcome and outcome measure sets for adults with spinal cord injury, stroke, and traumatic brain injury.Journal of rehabilitation medicine · 2026Article
- Implementation of a learning health system for the management of non-communicable diseases in Thailand: a realist evaluation protocol.BMJ open · 2026Article
- Exploring Barriers, Enablers, and Strategies for Implementing Learning Health System Projects in Healthcare Organizations: A Multilevel Analysis in an Australian Setting.Learning health systems · 2026Article
- The HALO Model: A Learning Health System Framework for Artificial Intelligence.Learning health systems · 2026Article
- The bottleneck was never data or algorithms: building a learning utility for AI-enabled learning health systems.npj health systems · 2026Article
- Inishowen Child and Adolescent Mental Health Service: Developing a Learning Health Microsystem.Learning health systems · 2026Article
- Enhancing Learning Health Systems in Primary and Community Care: Contributions of NHS Library and Knowledge Specialists.Learning health systems · 2026Article
- A framework for population health observatory from a global perspective: proposed preliminary maturity model and key performance indicators.Frontiers in public health · 2026Article
- Exploring Factors That Impact Genetic Counseling Referral and Uptake Using Learning Health Approaches.Learning health systems · 2026Article
- Learning Health Systems Symposium: Charting the Future of Saskatchewan Healthcare.Learning health systems · 2026Article
- Developing and applying the 'Participatory Research to Action Framework' for meaningful engagement of experts-by-experience in applied health services research: a case study approach.Research involvement and engagement · 2025Article
- Evaluating health organization readiness for implementing a learning health system: a scoping review.Health research policy and systems · 2025Article
- Artificial Intelligence for Cardiovascular Care in Action: From Learning to Implementation in Health Systems.JACC. Advances · 2025Review
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
Abstract
Introduction: A Learning Health System is not a technical project. It is the evolution of an existing health system into one capable of learning from every patient. This paper outlines a recently published framework intended to aid the understanding, design, development and evaluation of Learning Health Systems. Methods: This work extended an existing repository of Learning Health System evidence, adding five more workshops. The total was subjected to thematic analysis, yielding a framework of elements important to understanding, designing, developing and evaluating Learning Health Systems. Purposeful literature reviews were conducted on each element. The findings were revised following a review by a group of international experts. Results: The resulting framework was arranged around four questions:What is our rationale for developing a Learning Health System?There can be many reasons for developing a Learning Health System. Understanding these will guide its development.What sources of complexity exist at the system and the intervention level?An understanding of complexity is central to making Learning Health Systems work. The non-adoption, abandonment, scale-up, spread and sustainability framework was utilised to help understand and manage it.What strategic approaches to change do we need to consider?A range of strategic issues must be addressed to enable successful change in a Learning Health System. These include, strategy, organisational structure, culture, workforce, implementation science, behaviour change, co-design and evaluation.What technical building blocks will we need?A Learning Health System must capture data from practice, turn it into knowledge and apply it back into practice. There are many methods to achieve this and a range of platforms to help. Discussion: The results form a framework for understanding, designing, developing and evaluating Learning Health Systems at any scale. Conclusion: It is hoped that this framework will evolve with use and feedback.
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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.