ArticleBMC health services research2018
Embracing uncertainty, managing complexity: applying complexity thinking principles to transformation efforts in healthcare systems.
Article in BMC health services research, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 66 papers, 2 of them syntheses 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.
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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
66 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Pooled it
- Integrating Self-Management Education and Support in Routine Care of People With Type 2 Diabetes Mellitus: A Conceptional Model Based on Critical Interpretive Synthesis and A Consensus-Building Participatory Consultation.Frontiers in clinical diabetes and healthcare · 2022Pooled it
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- Beyond intentions: a critical narrative review of accreditation's planned and emergent impact on medical schools.Advances in health sciences education : theory and practice · 2026Review
- Comprehensive integration of mental health screening and triage with mental performance services through a sport science hub model in collegiate sport.Discover mental health · 2026Review
- Why family medicine requires a paradigm shift from linear guidelines to complexity science.Family medicine and community health · 2026Article
- Systems leadership for quality in health care: from principles to actions.International journal for quality in health care : journal of the International Society for Quality in Health Care · 2026Article
- Short-Form Measures of Well-Being Centered Leadership for Matrixed Healthcare Systems.Journal of healthcare leadership · 2026Article
- Aligning Indigenous and Western Concepts of Health Resource Decision Making in a Western Canadian First Nations Context.Applied health economics and health policy · 2026Article
- Complexity and Barriers to Vision Care: A Narrative Review Informed by a Mobile Eye Program.International journal of environmental research and public health · 2025Review
- If things were simple, word would have gotten around. Can complexity science help us improve pediatric research?Pediatric research · 2025Review
- Interdisciplinary teamworking in rehabilitation: experiences of change initiators in a national rehabilitation hospital.BMC health services research · 2025Article
- Multiagent AI Systems in Health Care: Envisioning Next-Generation Intelligence.Federal practitioner : for the health care professionals of the VA, DoD, and PHS · 2025Article
- Article
- The current stage of Italy in the implementation of genomics into the National Healthcare System: an application of the B1MG maturity level model.Frontiers in public health · 2025Article
- Development and implementation of digital solutions in healthcare: insights from the Australian tertiary hospital landscape.Frontiers in digital health · 2025Article
- Operationalizing the Quintuple Aim of Health System Improvement Through Equity-Oriented Health Care.Health services insights · 2025Article
- Blurring the lines: an empirical examination of the interrelationships among acceptability, appropriateness, and feasibility.Implementation science communications · 2024Article
- Patterns and Perceptions of Standard Order Set Use Among Physicians Working Within a Multihospital System: Mixed Methods Study.JMIR formative research · 2024Article
6 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundComplexity thinking is increasingly being embraced in healthcare, which is often described as a complex adaptive system (CAS). Applying CAS to healthcare as an explanatory model for understanding the nature of the system, and to stimulate changes and transformations within the system, is valuable. MAIN TEXT: A seminar series on systems and complexity thinking hosted at the University of Toronto in 2016 offered a number of insights on applications of CAS perspectives to healthcare that we explore here. We synthesized topics from this series into a set of six insights on how complexity thinking fosters a deeper understanding of accepted ideas in healthcare, applications of CAS to actors within the system, and paradoxes in applications of complexity thinking that may require further debate: 1) a complexity lens helps us better understand the nebulous term "context"; 2) concepts of CAS may be applied differently when actors are cognizant of the system in which they operate; 3) actor responses to uncertainty within a CAS is a mechanism for emergent and intentional adaptation; 4) acknowledging complexity supports patient-centred intersectional approaches to patient care; 5) complexity perspectives can support ways that leaders manage change (and transformation) in healthcare; and 6) complexity demands different ways of implementing ideas and assessing the system. To enhance our exploration of key insights, we augmented the knowledge gleaned from the series with key articles on complexity in the literature.
conclusionsUltimately, complexity thinking acknowledges the "messiness" that we seek to control in healthcare and encourages us to embrace it. This means seeing challenges as opportunities for adaptation, stimulating innovative solutions to ensure positive adaptation, leveraging the social system to enable ideas to emerge and spread across the system, and even more important, acknowledging that these adaptive actions are part of system behaviour just as much as periods of stability are. By embracing uncertainty and adapting innovatively, complexity thinking enables system actors to engage meaningfully and comfortably in healthcare system transformation.
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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.