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System dynamics modeling for traumatic brain injury: Mini-review of applications
Traumatic brain injury (TBI) is a highly complex phenomenon involving a cascade of disruptions across biomechanical, neurochemical, neurological, cognitive, emotional, and social systems. Researchers and clinicians urgently need a rigorous conceptualization of brain injury that encompasses nonlinear...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9411712/ https://www.ncbi.nlm.nih.gov/pubmed/36032727 http://dx.doi.org/10.3389/fbioe.2022.854358 |
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author | Kenzie, Erin S. Parks, Elle L. Carney, Nancy Wakeland, Wayne |
author_facet | Kenzie, Erin S. Parks, Elle L. Carney, Nancy Wakeland, Wayne |
author_sort | Kenzie, Erin S. |
collection | PubMed |
description | Traumatic brain injury (TBI) is a highly complex phenomenon involving a cascade of disruptions across biomechanical, neurochemical, neurological, cognitive, emotional, and social systems. Researchers and clinicians urgently need a rigorous conceptualization of brain injury that encompasses nonlinear and mutually causal relations among the factors involved, as well as sources of individual variation in recovery trajectories. System dynamics, an approach from systems science, has been used for decades in fields such as management and ecology to model nonlinear feedback dynamics in complex systems. In this mini-review, we summarize some recent uses of this approach to better understand acute injury mechanisms, recovery dynamics, and care delivery for TBI. We conclude that diagram-based approaches like causal-loop diagramming have the potential to support the development of a shared paradigm of TBI that incorporates social support aspects of recovery. When developed using adequate data from large-scale studies, simulation modeling presents opportunities for improving individualized treatment and care delivery. |
format | Online Article Text |
id | pubmed-9411712 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-94117122022-08-27 System dynamics modeling for traumatic brain injury: Mini-review of applications Kenzie, Erin S. Parks, Elle L. Carney, Nancy Wakeland, Wayne Front Bioeng Biotechnol Bioengineering and Biotechnology Traumatic brain injury (TBI) is a highly complex phenomenon involving a cascade of disruptions across biomechanical, neurochemical, neurological, cognitive, emotional, and social systems. Researchers and clinicians urgently need a rigorous conceptualization of brain injury that encompasses nonlinear and mutually causal relations among the factors involved, as well as sources of individual variation in recovery trajectories. System dynamics, an approach from systems science, has been used for decades in fields such as management and ecology to model nonlinear feedback dynamics in complex systems. In this mini-review, we summarize some recent uses of this approach to better understand acute injury mechanisms, recovery dynamics, and care delivery for TBI. We conclude that diagram-based approaches like causal-loop diagramming have the potential to support the development of a shared paradigm of TBI that incorporates social support aspects of recovery. When developed using adequate data from large-scale studies, simulation modeling presents opportunities for improving individualized treatment and care delivery. Frontiers Media S.A. 2022-08-12 /pmc/articles/PMC9411712/ /pubmed/36032727 http://dx.doi.org/10.3389/fbioe.2022.854358 Text en Copyright © 2022 Kenzie, Parks, Carney and Wakeland. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Bioengineering and Biotechnology Kenzie, Erin S. Parks, Elle L. Carney, Nancy Wakeland, Wayne System dynamics modeling for traumatic brain injury: Mini-review of applications |
title | System dynamics modeling for traumatic brain injury: Mini-review of applications |
title_full | System dynamics modeling for traumatic brain injury: Mini-review of applications |
title_fullStr | System dynamics modeling for traumatic brain injury: Mini-review of applications |
title_full_unstemmed | System dynamics modeling for traumatic brain injury: Mini-review of applications |
title_short | System dynamics modeling for traumatic brain injury: Mini-review of applications |
title_sort | system dynamics modeling for traumatic brain injury: mini-review of applications |
topic | Bioengineering and Biotechnology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9411712/ https://www.ncbi.nlm.nih.gov/pubmed/36032727 http://dx.doi.org/10.3389/fbioe.2022.854358 |
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