Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Kenzie, Erin S., Parks, Elle L., Carney, Nancy, Wakeland, Wayne
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
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
_version_ 1784775330889728000
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
work_keys_str_mv AT kenzieerins systemdynamicsmodelingfortraumaticbraininjuryminireviewofapplications
AT parksellel systemdynamicsmodelingfortraumaticbraininjuryminireviewofapplications
AT carneynancy systemdynamicsmodelingfortraumaticbraininjuryminireviewofapplications
AT wakelandwayne systemdynamicsmodelingfortraumaticbraininjuryminireviewofapplications