ArticleFrontiers in medicine2021
A Learning Health System Framework to Operationalize Health Data to Improve Quality Care: An Australian Perspective.
Article in Frontiers in medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 29 papers, 2 of them syntheses that pooled 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.
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
29 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Learning health system for implementation, scale-up, and sustainment: a systematic review to consolidate guidance for improvement.Implementation science : IS · 2026Pooled it
- An Exploration of the Utility and Impacts of Implementation Science Strategies by Cancer Registries for Healthcare Improvement: A Systematic Review.International journal of health policy and management · 2024Pooled it
- Toward a Smart Learning Health System: An Ontology-Based Framework.Learning health systems · 2026Article
- Facilitators and barriers to patient and public involvement in developing learning health systems within community health services: ascoping review.Research involvement and engagement · 2026Review
- Implementing systems- and organisational-level change to advance gender equality in healthcare leadership: a mixed-methods implementation protocol.Implementation science communications · 2026Article
- Target Trial Emulation and the TARGET Guideline to Advance Rural and Remote Health Research.The Medical journal of Australia · 2026Article
- Perspectives from a multi-stakeholder workshop for implementing a risk-stratified breast cancer screening program in Canada.Communications medicine · 2026Review
- 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
- Transforming district health systems into learning health systems: An improved strategy from the District.Team experience in Benin and Guinea.Learning health systems · 2025Article
- Charting progress in learning health systems: A systematic review of 5 years of definitions, models, and frameworks.Learning health systems · 2025Article
- Article
- Analyzing electronic medical records to extract prepregnancy morbidities and pregnancy complications: Toward a learning health system.Learning health systems · 2025Article
- Developing a codebook to characterize barriers, enablers, and strategies for implementing learning health systems from a multilevel perspective.Learning health systems · 2025Article
- Health-care staff perspectives in optimising delirium prevention using data-driven interventions.Australasian journal on ageing · 2025Article
- Consumer and community involvement: implementation research for impact (CCIRI) - implementing evidence-based patient and public involvement across health and medical research in Australia - a mixed methods protocol.Health research policy and systems · 2025Article
- Evaluation of an Interdisciplinary Educational Program to Foster Learning Health Systems: Education Evaluation.JMIR medical education · 2025Article
- Implementers Perspectives on the Routine Use of Artificial Intelligence in Health Services: A Qualitative Study Using the Consolidated Framework for Implementation Research (CFIR).Health services insights · 2025Article
- Tools and frameworks for evaluating the implementation of learning health systems: a scoping review.Health research policy and systems · 2024Article
- Learning Health System to rapidly improve the implementation of a school physical activity policy.Implementation science communications · 2024Article
- A Taxonomy for Health Information Systems.Journal of medical Internet research · 2024Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Our healthcare system faces a burgeoning aging population, rising complexity, and escalating costs. Around 10% of healthcare is harmful, and evidence is slow to implement. Innovation to deliver quality and sustainable health systems is vital, and the methods are challenging. The aim of this study is to describe the process and present a perspective on a coproduced Learning Health System framework. The development of the Framework was led by publicly funded, collaborative, Academic Health Research Translation Centres, with a mandate to integrate research into healthcare to deliver impact. The focus of the framework is "learning together for better health," with coproduction involving leadership by an expert panel, a systematic review, qualitative research, a stakeholder workshop, and iterative online feedback. The coproduced framework incorporates evidence from stakeholders, from research, from data (practice to data and data to new knowledge), and from implementation, to take new knowledge to practice. This continuous learning approach aims to deliver evidence-based healthcare improvement and is currently being implemented and evaluated.
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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.