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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2018
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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. |
format | Online Article Text |
id | pubmed-5937544 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
record_format | MEDLINE/PubMed |
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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