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Agent-Based Modeling in Public Health: Current Applications and Future Directions

Agent-based modeling is a computational approach in which agents with a specified set of characteristics interact with each other and with their environment according to predefined rules. We review key areas in public health where agent-based modeling has been adopted, including both communicable an...

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Autores principales: Tracy, Melissa, Cerdá, Magdalena, Keyes, Katherine M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5937544/
https://www.ncbi.nlm.nih.gov/pubmed/29328870
http://dx.doi.org/10.1146/annurev-publhealth-040617-014317
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author Tracy, Melissa
Cerdá, Magdalena
Keyes, Katherine M.
author_facet Tracy, Melissa
Cerdá, Magdalena
Keyes, Katherine M.
author_sort Tracy, Melissa
collection PubMed
description Agent-based modeling is a computational approach in which agents with a specified set of characteristics interact with each other and with their environment according to predefined rules. We review key areas in public health where agent-based modeling has been adopted, including both communicable and noncommunicable disease, health behaviors, and social epidemiology. We also describe the main strengths and limitations of this approach for questions with public health relevance. Finally, we describe both methodologic and substantive future directions that we believe will enhance the value of agent-based modeling for public health. In particular, advances in model validation, comparisons with other causal modeling procedures, and the expansion of the models to consider comorbidity and joint influences more systematically will improve the utility of this approach to inform public health research, practice, and policy.
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spelling pubmed-59375442019-04-01 Agent-Based Modeling in Public Health: Current Applications and Future Directions Tracy, Melissa Cerdá, Magdalena Keyes, Katherine M. Annu Rev Public Health Article Agent-based modeling is a computational approach in which agents with a specified set of characteristics interact with each other and with their environment according to predefined rules. We review key areas in public health where agent-based modeling has been adopted, including both communicable and noncommunicable disease, health behaviors, and social epidemiology. We also describe the main strengths and limitations of this approach for questions with public health relevance. Finally, we describe both methodologic and substantive future directions that we believe will enhance the value of agent-based modeling for public health. In particular, advances in model validation, comparisons with other causal modeling procedures, and the expansion of the models to consider comorbidity and joint influences more systematically will improve the utility of this approach to inform public health research, practice, and policy. 2018-01-12 2018-04-01 /pmc/articles/PMC5937544/ /pubmed/29328870 http://dx.doi.org/10.1146/annurev-publhealth-040617-014317 Text en http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. See credit lines of images or other third-party material in this article for license information
spellingShingle Article
Tracy, Melissa
Cerdá, Magdalena
Keyes, Katherine M.
Agent-Based Modeling in Public Health: Current Applications and Future Directions
title Agent-Based Modeling in Public Health: Current Applications and Future Directions
title_full Agent-Based Modeling in Public Health: Current Applications and Future Directions
title_fullStr Agent-Based Modeling in Public Health: Current Applications and Future Directions
title_full_unstemmed Agent-Based Modeling in Public Health: Current Applications and Future Directions
title_short Agent-Based Modeling in Public Health: Current Applications and Future Directions
title_sort agent-based modeling in public health: current applications and future directions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5937544/
https://www.ncbi.nlm.nih.gov/pubmed/29328870
http://dx.doi.org/10.1146/annurev-publhealth-040617-014317
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