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Variable Cognition in ABM Decision-Making: An Application to Livestock Vaccine Choice

Modeling realistic human decision-making is an important feature of good policy design processes. The use of an agent-based modeling framework allows for quantitative human decision-models that assume fully rational agents. This research introduces a dynamic human decision-making sub-model. The para...

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Autores principales: Iles, Richard A., Sottile, Matthew J., Amram, Ofer, Lofgren, Eric, McConnel, Craig S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597662/
https://www.ncbi.nlm.nih.gov/pubmed/33195539
http://dx.doi.org/10.3389/fvets.2020.564290
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author Iles, Richard A.
Sottile, Matthew J.
Amram, Ofer
Lofgren, Eric
McConnel, Craig S.
author_facet Iles, Richard A.
Sottile, Matthew J.
Amram, Ofer
Lofgren, Eric
McConnel, Craig S.
author_sort Iles, Richard A.
collection PubMed
description Modeling realistic human decision-making is an important feature of good policy design processes. The use of an agent-based modeling framework allows for quantitative human decision-models that assume fully rational agents. This research introduces a dynamic human decision-making sub-model. The parameterisation of human memory and “rationality” in a decision-making model represents an important extension of decision-making in ABMs. A data driven model of herd movement within a dynamic natural environment is the context for evaluating the cognitive decision-making model. The natural and human environments are linked via memory and rationality that affect herdsmen decision-making to vaccinate cattle using a once-for-life vaccine (Rift Valley fever) and an annual booster vaccine (Contagious Bovine Pleuropneumonia). The simulation model uses environmental data from Samburu county, Kenya from 2004 to 2015. The cognitive parameters of memory and “rationality” are shown to successfully differentiate between vaccination decisions that are characterized by annual and once-for-life choices. The preliminary specifications and findings from the dynamic cognition–pastoralist agent-based model (PastoralScape) indicate that the model offers much to livestock vaccination modeling among small-scale herders.
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spelling pubmed-75976622020-11-13 Variable Cognition in ABM Decision-Making: An Application to Livestock Vaccine Choice Iles, Richard A. Sottile, Matthew J. Amram, Ofer Lofgren, Eric McConnel, Craig S. Front Vet Sci Veterinary Science Modeling realistic human decision-making is an important feature of good policy design processes. The use of an agent-based modeling framework allows for quantitative human decision-models that assume fully rational agents. This research introduces a dynamic human decision-making sub-model. The parameterisation of human memory and “rationality” in a decision-making model represents an important extension of decision-making in ABMs. A data driven model of herd movement within a dynamic natural environment is the context for evaluating the cognitive decision-making model. The natural and human environments are linked via memory and rationality that affect herdsmen decision-making to vaccinate cattle using a once-for-life vaccine (Rift Valley fever) and an annual booster vaccine (Contagious Bovine Pleuropneumonia). The simulation model uses environmental data from Samburu county, Kenya from 2004 to 2015. The cognitive parameters of memory and “rationality” are shown to successfully differentiate between vaccination decisions that are characterized by annual and once-for-life choices. The preliminary specifications and findings from the dynamic cognition–pastoralist agent-based model (PastoralScape) indicate that the model offers much to livestock vaccination modeling among small-scale herders. Frontiers Media S.A. 2020-10-15 /pmc/articles/PMC7597662/ /pubmed/33195539 http://dx.doi.org/10.3389/fvets.2020.564290 Text en Copyright © 2020 Iles, Sottile, Amram, Lofgren and McConnel. http://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 Veterinary Science
Iles, Richard A.
Sottile, Matthew J.
Amram, Ofer
Lofgren, Eric
McConnel, Craig S.
Variable Cognition in ABM Decision-Making: An Application to Livestock Vaccine Choice
title Variable Cognition in ABM Decision-Making: An Application to Livestock Vaccine Choice
title_full Variable Cognition in ABM Decision-Making: An Application to Livestock Vaccine Choice
title_fullStr Variable Cognition in ABM Decision-Making: An Application to Livestock Vaccine Choice
title_full_unstemmed Variable Cognition in ABM Decision-Making: An Application to Livestock Vaccine Choice
title_short Variable Cognition in ABM Decision-Making: An Application to Livestock Vaccine Choice
title_sort variable cognition in abm decision-making: an application to livestock vaccine choice
topic Veterinary Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597662/
https://www.ncbi.nlm.nih.gov/pubmed/33195539
http://dx.doi.org/10.3389/fvets.2020.564290
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