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The healthcare error proliferation model is an adaptation of James Reason’s
Swiss Cheese Model The Swiss cheese model of accident causation is a model used in risk analysis and risk management, including aviation safety, engineering, healthcare, emergency service organizations, and as the principle behind layered security, as used in co ...
designed to illustrate the
complexity Complexity characterises the behaviour of a system or model whose components interact in multiple ways and follow local rules, leading to nonlinearity, randomness, collective dynamics, hierarchy, and emergence. The term is generally used to c ...
inherent in the contemporary healthcare delivery system and the attribution of human error within these systems. The healthcare error proliferation model explains the etiology of error and the sequence of events typically leading to adverse outcomes. This model emphasizes the role organizational and external cultures contribute to error identification, prevention, mitigation, and defense construction.


Introduction

Healthcare systems are ''complex'' in that they are diverse in both structure (e.g. nursing units, pharmacies, emergency departments, operating rooms) and professional mix (e.g. nurses, physicians, pharmacists, administrators, therapists) and made up of multiple interconnected elements with ''adaptive'' tendencies in that they have the capacity to change and learn from experience. The term ''complex adaptive systems'' (CAS) was coined at the interdisciplinary
Santa Fe Institute The Santa Fe Institute (SFI) is an independent, nonprofit theoretical research institute located in Santa Fe, New Mexico, United States and dedicated to the multidisciplinary study of the fundamental principles of complex adaptive systems, inclu ...
(SFI), by John H. Holland, and
Murray Gell-Mann Murray Gell-Mann (; September 15, 1929 – May 24, 2019) was an American physicist who received the 1969 Nobel Prize in Physics for his work on the theory of elementary particles. He was the Robert Andrews Millikan Professor of Theoretical ...
. Subsequently, scholars such as Ruth A. Anderson, Rubin McDaniels, and
Paul Cilliers Friedrich Paul Cilliers (25 December 1956 – 31 July 2011) was a South-African philosopher, complexity researcher, and Professor in Complexity and Philosophy at Stellenbosch University. He was known for his contributions in the field of comp ...
have extended CAS theory and research to the social sciences such as education and healthcare.


Model overview

The healthcare error proliferation model (HEPM) adapts the Swiss Cheese Model to the complexity of healthcare delivery systems and integrated organizations. The Swiss Cheese Model, likens the complex adaptive system to multiple hole infested slices of Swiss cheese positioned side-by-side. The cheese slices are dubbed defensive layers to describe their role and function as the system location outfitted with features capable of intercepting and deflecting hazards. The layers represent discrete locations or organizational levels potentially populated with errors permitting error progression. The four layers include: 1) organizational leadership, 2) risky supervision, 3) situations for unsafe practices, and 4) unsafe performance. The HEPM portrays hospitals as having multiple operational defensive layers outfitted with essential elements necessary to maintain key defensive barricades (Cook & O'Connor, 2005; Reason, 2000). By examining the defensive layers attributes, prospective locales of failure, the etiology of accidents might be revealed (Leape et al., 1995). Experts have discussed the importance of examining these layers within the context of the complex adaptive healthcare system (Kohn et al., 2000; Wiegmann & Shappell, 2003) and considering the psychological safety of clinicians. Hence, this model expands Reason’s seminal work. The model incorporates the complex adaptive healthcare system as a key characteristic. Complex adaptive systems characteristically demonstrate self-organization as diverse agents interact spontaneously in nonlinear relationships where professionals act as information processors (Cilliers, 1998; McDaniel & Driebe, 2001) and co-evolve with the environment (Casti, 1997). Healthcare professionals function in the system as diverse actors within the complex environment utilizing different methods to process information (Coleman, 1999) and solve systemic problems within and across organizational layers (McDaniel & Driebe, 2001).


Definitions

A complex adaptive healthcare system (CAHS) is a care delivery enterprise with diverse clinical and administrative agents acting spontaneously, interacting in nonlinear networks where agents and patients are information processors, and actively co-evolve with their environment with the purposed to produce safe and reliable
patient-centered outcomes Patient-centered outcomes are results of health care that can be obtained from a healthcare professional's ability to care for their patients and their patient's families in ways that are meaningful, valuable and helpful to the patient. Patient ...
.


See also

*
Adverse effect (medicine) An adverse effect is an undesired harmful effect resulting from a medication or other intervention, such as surgery. An adverse effect may be termed a " side effect", when judged to be secondary to a main or therapeutic effect. The term compl ...
*
Adverse event An adverse event (AE) is any untoward medical occurrence in a patient or clinical investigation subject administered a pharmaceutical product and which does not necessarily have a causal relationship with this treatment. An adverse event can ther ...
*
Evidence-based medicine Evidence-based medicine (EBM) is "the conscientious, explicit and judicious use of current best evidence in making decisions about the care of individual patients". The aim of EBM is to integrate the experience of the clinician, the values of t ...
* Hospital accreditation *
Iatrogenesis Iatrogenesis is the causation of a disease, a harmful complication, or other ill effect by any medical activity, including diagnosis, intervention, error, or negligence. "Iatrogenic", ''Merriam-Webster.com'', Merriam-Webster, Inc., accessed 27 ...
* Iatrogenic disorder *
International healthcare accreditation Due to the near-universal desire for safe and good quality healthcare, there is a growing interest in international healthcare accreditation. Providing healthcare, especially of an adequate Standard of care, standard, is a complex and challenging ...
*
Latent human error Latent human error is a term used in safety work and accident prevention, especially in aviation, to describe human errors which are likely to be made due to systems or routines that are formed in such a way that humans are disposed to making thes ...
*
Medical error A medical error is a preventable adverse effect of care ("iatrogenesis"), whether or not it is evident or harmful to the patient. This might include an inaccurate or incomplete diagnosis or treatment of a disease, injury, syndrome, behavior, i ...
*
Nursing care Nursing is a profession within the health care sector focused on the care of individuals, families, and communities so they may attain, maintain, or recover optimal health and quality of life. Nurses may be differentiated from other health ca ...
*
Patient safety organization A Patient Safety Organization (PSO) is a group, institution, or association that improves medical care by reducing medical errors. Common functions of patient safety organizations are data collection and analysis, reporting, education, fundin ...
* Peter Pronovost *
Root cause analysis In science and engineering, root cause analysis (RCA) is a method of problem solving used for identifying the root causes of faults or problems. It is widely used in IT operations, manufacturing, telecommunications, industrial process control, ...
*
Serious adverse event A serious adverse event (SAE) in human drug trials is defined as any untoward medical occurrence that at any dose #Results in death #Is life-threatening #Requires inpatient hospitalization or causes prolongation of existing hospitalization #Resul ...
*
Swiss Cheese model The Swiss cheese model of accident causation is a model used in risk analysis and risk management, including aviation safety, engineering, healthcare, emergency service organizations, and as the principle behind layered security, as used in co ...
of accident causation in human systems


Citations


References


Articles

* Anderson, R. A., Issel, M. L., & McDaniel, R. R. (2003). Nursing homes as complex adaptive systems: Relationship between management practice and resident outcomes. Nursing Research, 52(1): 12-21. * Berta, W. B. & Baker, R. (2004). Factors that impact the transfer and retention of best practices for reducing error in hospitals. Health Care Management Review, 29(2): 90-97. * Chiles, J. R. (2002). Inviting disaster: Lessons from the edge of technology. New York: HarperCollins Publishers. * Coleman, H. J. (1999). What enables self-organizing behavior in business. Emergence, 1(1): 33-48. * Cook, R. I., Render, M., & Woods, D. D. (2000). Gaps in the continuity of care and progress on patient safety. British Medical Journal, 320(7237): 791-794. * Leape, L. L., Bates, D. W., Cullen, D. J., Cooper, J., Demonaco, H. J., Gallivan, T., R., H., Ives, J., Laird, N., Laffel, G., Nemeskal, R., Peterson, L. A., Porter, K., Servi, D., Shea, B. F., Small, S. D., Sweitzer, B. J., Thompson, B. T., & van der Vliet, M. (1995). Systems analysis of adverse drug events. ADE prevention study group. Journal of the American Medical Association, 274(1): 35-43. * Leape, L. L. & Berwick, D. M. (2005). Five years after "To err is human": What have we learned? Journal of the American Medical Association, 293(19): 2384-2390. * Leduc, P. A., Rash, C. E., & Manning, M. S. (2005). Human factors in UAV accidents, Special Operations Technology, Online edition ed., Vol. 3. * Leonard, M. L., Frankel, A., & Simmonds, T. (2004). Achieving safe and reliable healthcare: Strategies and solutions. Chicago: Health Administration Press. * Rasmussen, J. (1990). The role of error in organizing behavior. Ergonomics, 33: 1185-1199. * Rasmussen, J. (1999). The concept of human error: Is it useful for the design of safe systems in health care? In C. Vincent & B. deMoll (Eds.), Risk and safety in medicine: 31-47. London: Elsevier. * Reason, J. T. & Mycielska, K. (1982). Absent-minded? The psychology of mental lapses and everyday errors. Englewood Cliffs, NJ: Prentice-Hall Inc. * Reason, J. T. (1990). Human error. New York: Cambridge University Press. * Reason, J. T. (1997). Managing the risks of organizational accidents. Aldershot: Ashgate Publishing. * Reason, J. T. (1998). Managing the risks of organizational accidents. Aldershot, England: Ashgate. * Reason, J. T. (2000). Human error: Models and management. British Medical Journal, 320, 768-770. * Reason, J. T., Carthey, J., & de Leval, M. R. (2001). Diagnosing vulnerable system syndrome: An essential prerequisite to effective risk management. Quality in Health Care, 10(S2): 21-25. * Reason, J. T. & Hobbs, A. (2003). Managing maintenance error: A practical guide. Aldershot, England: Ashgate. * Roberts, K. (1990). Some characteristics of one type of high reliability organization. Organization Science, 1(2): 160-176. * Roberts, K. H. (2002). High reliability systems. Report on the institute of medicine committee on data standards for patient safety on September 23, 2003.


Books

Cilliers, P. (1998) Complexity and post modernism: Understanding complex systems. New York: Routledge. ()


Other literature


Complexity theory

* Holland, J. H. (1992). Adaptation in natural and artificial systems. Cambridge, MA: MIT Press. () * Holland, J. H. (1995). Hidden order: How adaptation builds complexity. Reading, MA: Helix Books. () * Holland, J. H. (1998). Emergence: From chaos to order. Reading, MA: Addison-Wesley. () * Waldrop, M. M. (1990). Complexity: The emerging science at the edge of order and chaos. New York: Simon & Schuster () {{refend Error Medical error Medical terminology Medical ethics Evidence-based medicine