ArticleEGEMS (Washington, DC)2016
Ethics Issues Arising in the Transition to Learning Health Care Systems: Results from Interviews with Leaders from 25 Health Systems.
Article in EGEMS (Washington, DC), 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 1 of them a synthesis that pooled it.
What it found
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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
16 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Implementation strategies and outcome measures for advancing learning health systems: a mixed methods systematic review.Health research policy and systems · 2023Pooled it
- The TiME Trial: A Fully Embedded, Cluster-Randomized, Pragmatic Trial of Hemodialysis Session Duration.Journal of the American Society of Nephrology : JASN · 2019Trial
- Available guidance for ethical challenges in learning health systems: an integrative literature review.Health research policy and systems · 2026Review
- Empirical research related to the ethics of pragmatic clinical trials: A scoping review.Learning health systems · 2026Article
- Learning healthcare systems in cardiology: A qualitative interview study on ethical dilemmas of a learning healthcare system.Learning health systems · 2024Article
- Think Pragmatically: Investigators' Obligations to Patient-Subjects When Research is Embedded in Care.The American journal of bioethics : AJOB · 2023Article
- Gathering speed and countering tensions in the rapid learning health system.Learning health systems · 2023Article
- A Rapid-Learning Health System to Support Implementation of Early Intervention Services for Psychosis in Quebec, Canada: Protocol.JMIR research protocols · 2022Article
- Practices and Attitudes of Bavarian Stakeholders Regarding the Secondary Use of Health Data for Research Purposes During the COVID-19 Pandemic: Qualitative Interview Study.Journal of medical Internet research · 2022Article
- The Science of Learning Health Systems: Scoping Review of Empirical Research.JMIR medical informatics · 2022Article
- The Indiana Learning Health System Initiative: Early experience developing a collaborative, regional learning health system.Learning health systems · 2021Article
- Towards a Responsible Transition to Learning Healthcare Systems in Precision Medicine: Ethical Points to Consider.Journal of personalized medicine · 2021Review
- Informed consent within a learning health system: A scoping review.Learning health systems · 2020Article
- Big data, ethics, and regulations: Implications for consent in the learning health system.Medical physics · 2018Article
- Architectural frameworks: defining the structures for implementing learning health systems.Implementation science : IS · 2017Article
- What allows a health care system to become a learning health care system: Results from interviews with health system leaders.Learning health systems · 2017Article
Corrections and comments
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Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
introductionThere is increased interest in transitioning to a "learning health care system" (LHCS). While this transition brings the potential for significant benefits, it also presents several ethical considerations. Identifying the ethical issues faced by institutions in this transition is critical for realizing the goals of learning health care so that these issues can be anticipated and, where possible, resolved.
methods29 semi-structured telephone interviews were conducted with leaders within 25 health care institutions. Respondents were recruiting using purposive sampling, targeting institutions considered as LHCS leaders. All interviews were audiorecorded and transcribed. NVIVO10 software was used to support qualitative analysis.
resultsRespondents described seven ethical challenges: (1) ethical oversight of learning activities; (2) transparency of learning activities to patients; (3) potential tensions between improving quality and reducing costs; (4) data sharing and data management; (5) lag time between discovery and implementation; (6) transparency to patients about quality; and (7) randomization for quality improvement initiatives. DISCUSSION: To move towards LHCS, several ethical considerations require further attention, including: the continued appropriateness of the research-treatment distinction; policy frameworks for privacy and data sharing; informing patients about learning activities; obligations to share data on quality; and the potential for trade-offs between quality improvement and cost control.
conclusionTo our knowledge, this is the first project to ask leaders from health care systems committed to ongoing learning about the ethical issues they have faced in this effort. Their experiences can provide guidance on relevant ethical issues, and what might be done to resolve them.
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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.