ReviewImplementation science : IS2014
Manifestations and implications of uncertainty for improving healthcare systems: an analysis of observational and interventional studies grounded in complexity science.
Review in Implementation science : IS, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 35 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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
35 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Interventions to reduce readmissions: can complex adaptive system theory explain the heterogeneity in effectiveness? A systematic review.BMC health services research · 2018Pooled it
- Moving from change agents to improvement architects through the Four Cs model: rethinking healthcare's complexity, cultures, contexts and connections.Frontiers in health services · 2026Review
- Complexity and Barriers to Vision Care: A Narrative Review Informed by a Mobile Eye Program.International journal of environmental research and public health · 2025Review
- Mapping Educational uncertainty stimuli to support health professions educators' in developing learner uncertainty tolerance.Advances in health sciences education : theory and practice · 2025Article
- Research on the construction strategy of China's rural emergency linkage system from the perspective of systems theory-based on the survey of six regions in China.Frontiers in public health · 2025Article
- The foundational science of learning health systems.Health services research · 2024Article
- How context links to best practice use in long-term care homes: a mixed methods study.Implementation science communications · 2024Article
- The design and rationale of a multicenter real-world trial: The Southeastern Collaboration to Improve Blood Pressure Control in the US Black Belt - Addressing the Triple Threat.Contemporary clinical trials · 2023Article
- How does facilitation in healthcare work? Using mechanism mapping to illuminate the black box of a meta-implementation strategy.Implementation science communications · 2023Article
- The methodology of the Agile Nudge University.Frontiers in health services · 2023Article
- Parity of esteem and systems thinking: a theory informed qualitative inductive thematic analysis.BMC psychiatry · 2022Article
- Using Iterative RE-AIM to enhance hospitalist adoption of lung ultrasound in the management of patients with COVID-19: an implementation pilot study.Implementation science communications · 2022Article
- Municipal healthcare professionals' interprofessional collaboration during older patients' transitions in the municipal health and care services: a qualitative study.BMC health services research · 2022Article
- "Slow science" for 21st century healthcare: reinventing health service research that serves fast-paced, high-complexity care organisations.Journal of health organization and management · 2021Article
- JGIM Welcomes Quality Improvement and Implementation Science Submissions on Healthcare Delivery Change.Journal of general internal medicine · 2021Article
- Understanding health professional role integration in complex adaptive systems: a multiple-case study of physician assistants in Ontario, Canada.BMC health services research · 2020Article
- Shifting Implementation Science Theory to Empower Primary Care Practices.Annals of family medicine · 2019Article
- The influence of complexity: a bibliometric analysis of complexity science in healthcare.BMJ open · 2019Article
- The Myth of the Placebo Response.Frontiers in psychiatry · 2019Article
- The Reality of Uncertainty in Mental Health Care Settings Seeking Professional Integration: A Mixed-Methods Approach.International journal of integrated care · 2018Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe application of complexity science to understanding healthcare system improvement highlights the need to consider interdependencies within the system. One important aspect of the interdependencies in healthcare delivery systems is how individuals relate to each other. However, results from our observational and interventional studies focusing on relationships to understand and improve outcomes in a variety of healthcare settings have been inconsistent. We sought to better understand and explain these inconsistencies by analyzing our findings across studies and building new theory.
methodsWe analyzed eight observational and interventional studies in which our author team was involved as the basis of our analysis, using a set theoretical qualitative comparative analytic approach. Over 16 investigative meetings spanning 11 months, we iteratively analyzed our studies, identifying patterns of characteristics that could explain our set of results. Our initial focus on differences in setting did not explain our mixed results. We then turned to differences in patient care activities and tasks being studied and the attributes of the disease being treated. Finally, we examined the interdependence between task and disease.
resultsWe identified system-level uncertainty as a defining characteristic of complex systems through which we interpreted our results. We identified several characteristics of healthcare tasks and diseases that impact the ways uncertainty is manifest across diverse care delivery activities. These include disease-related uncertainty (pace of evolution of disease and patient control over outcomes) and task-related uncertainty (standardized versus customized, routine versus non-routine, and interdependencies required for task completion).
conclusionsUncertainty is an important aspect of clinical systems that must be considered in designing approaches to improve healthcare system function. The uncertainty inherent in tasks and diseases, and how they come together in specific clinical settings, will influence the type of improvement strategies that are most likely to be successful. Process-based efforts appear best-suited for low-uncertainty contexts, while relationship-based approaches may be most effective for high-uncertainty situations.
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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.