Management of nurse shortage and its impact on pathogen dissemination in the intensive care unit
Introduction: Studies provide evidence that reduced nurse staffing resources are associated to an increase in health care-associated infections in intensive care units, but tools to assess the contribution of the mechanisms driving these relations are still lacking. We present an agent-based model o...
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doaj-cece7318c41a40c8ac4e709fdf994dbd2020-11-24T22:37:43ZengElsevierEpidemics1755-43651878-00672014-12-019C626910.1016/j.epidem.2014.07.002Management of nurse shortage and its impact on pathogen dissemination in the intensive care unitJordi Ferrer0Pierre-Yves Boelle1Jérôme Salomon2Katiuska Miliani3François L’Hériteau4Pascal Astagneau5Laura Temime6Laboratoire Modélisation, Epidémiologie et Surveillance des Risques Sanitaires, Conservatoire national des Arts et Métiers, Paris, FranceUniversité Pierre et Marie Curie – Paris 6, UMR-S 707, Paris, FranceLaboratoire Modélisation, Epidémiologie et Surveillance des Risques Sanitaires, Conservatoire national des Arts et Métiers, Paris, FranceRegional Coordinating Centre for Nosocomial Infection Control (C-CLIN Paris Nord), Paris, FranceRegional Coordinating Centre for Nosocomial Infection Control (C-CLIN Paris Nord), Paris, FranceRegional Coordinating Centre for Nosocomial Infection Control (C-CLIN Paris Nord), Paris, FranceLaboratoire Modélisation, Epidémiologie et Surveillance des Risques Sanitaires, Conservatoire national des Arts et Métiers, Paris, FranceIntroduction: Studies provide evidence that reduced nurse staffing resources are associated to an increase in health care-associated infections in intensive care units, but tools to assess the contribution of the mechanisms driving these relations are still lacking. We present an agent-based model of pathogen spread that can be used to evaluate the impact on nosocomial risk of alternative management decisions adopted to deal with transitory nurse shortage. Materials and methods: We constructed a model simulating contact-mediated dissemination of pathogens in an intensive-care unit with explicit staffing where nurse availability could be temporarily reduced while maintaining requisites of patient care. We used the model to explore the impact of alternative management decisions adopted to deal with transitory nurse shortage under different pathogen- and institution-specific scenarios. Three alternative strategies could be adopted: increasing the workload of working nurses, hiring substitute nurses, or transferring patients to other intensive-care units. The impact of these decisions on pathogen spread was examined while varying pathogen transmissibility and severity of nurse shortage. Results: The model-predicted changes in pathogen prevalence among patients were impacted by management decisions. Simulations showed that increasing nurse workload led to an increase in pathogen spread and that patient transfer could reduce prevalence of pathogens among patients in the intensive-care unit. The outcome of nurse substitution depended on the assumed skills of substitute nurses. Differences between predicted outcomes of each strategy became more evident with increasing transmissibility of the pathogen and with higher rates of nurse shortage. Conclusions: Agent-based models with explicit staff management such as the model presented may prove useful to design staff management policies that mitigate the risk of healthcare-associated infections under episodes of increased nurse shortage.http://www.sciencedirect.com/science/article/pii/S1755436514000322Nurse shortageInfection controlMathematical modelAgent-based simulationNosocomial infection |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Jordi Ferrer Pierre-Yves Boelle Jérôme Salomon Katiuska Miliani François L’Hériteau Pascal Astagneau Laura Temime |
spellingShingle |
Jordi Ferrer Pierre-Yves Boelle Jérôme Salomon Katiuska Miliani François L’Hériteau Pascal Astagneau Laura Temime Management of nurse shortage and its impact on pathogen dissemination in the intensive care unit Epidemics Nurse shortage Infection control Mathematical model Agent-based simulation Nosocomial infection |
author_facet |
Jordi Ferrer Pierre-Yves Boelle Jérôme Salomon Katiuska Miliani François L’Hériteau Pascal Astagneau Laura Temime |
author_sort |
Jordi Ferrer |
title |
Management of nurse shortage and its impact on pathogen dissemination in the intensive care unit |
title_short |
Management of nurse shortage and its impact on pathogen dissemination in the intensive care unit |
title_full |
Management of nurse shortage and its impact on pathogen dissemination in the intensive care unit |
title_fullStr |
Management of nurse shortage and its impact on pathogen dissemination in the intensive care unit |
title_full_unstemmed |
Management of nurse shortage and its impact on pathogen dissemination in the intensive care unit |
title_sort |
management of nurse shortage and its impact on pathogen dissemination in the intensive care unit |
publisher |
Elsevier |
series |
Epidemics |
issn |
1755-4365 1878-0067 |
publishDate |
2014-12-01 |
description |
Introduction: Studies provide evidence that reduced nurse staffing resources are associated to an increase in health care-associated infections in intensive care units, but tools to assess the contribution of the mechanisms driving these relations are still lacking. We present an agent-based model of pathogen spread that can be used to evaluate the impact on nosocomial risk of alternative management decisions adopted to deal with transitory nurse shortage.
Materials and methods: We constructed a model simulating contact-mediated dissemination of pathogens in an intensive-care unit with explicit staffing where nurse availability could be temporarily reduced while maintaining requisites of patient care. We used the model to explore the impact of alternative management decisions adopted to deal with transitory nurse shortage under different pathogen- and institution-specific scenarios. Three alternative strategies could be adopted: increasing the workload of working nurses, hiring substitute nurses, or transferring patients to other intensive-care units. The impact of these decisions on pathogen spread was examined while varying pathogen transmissibility and severity of nurse shortage.
Results: The model-predicted changes in pathogen prevalence among patients were impacted by management decisions. Simulations showed that increasing nurse workload led to an increase in pathogen spread and that patient transfer could reduce prevalence of pathogens among patients in the intensive-care unit. The outcome of nurse substitution depended on the assumed skills of substitute nurses. Differences between predicted outcomes of each strategy became more evident with increasing transmissibility of the pathogen and with higher rates of nurse shortage.
Conclusions: Agent-based models with explicit staff management such as the model presented may prove useful to design staff management policies that mitigate the risk of healthcare-associated infections under episodes of increased nurse shortage. |
topic |
Nurse shortage Infection control Mathematical model Agent-based simulation Nosocomial infection |
url |
http://www.sciencedirect.com/science/article/pii/S1755436514000322 |
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