Literature DB >> 25602871

Agent-based modeling of noncommunicable diseases: a systematic review.

Roch A Nianogo1, Onyebuchi A Arah.   

Abstract

We reviewed the use of agent-based modeling (ABM), a systems science method, in understanding noncommunicable diseases (NCDs) and their public health risk factors. We systematically reviewed studies in PubMed, ScienceDirect, and Web of Sciences published from January 2003 to July 2014. We retrieved 22 relevant articles; each had an observational or interventional design. Physical activity and diet were the most-studied outcomes. Often, single agent types were modeled, and the environment was usually irrelevant to the studied outcome. Predictive validation and sensitivity analyses were most used to validate models. Although increasingly used to study NCDs, ABM remains underutilized and, where used, is suboptimally reported in public health studies. Its use in studying NCDs will benefit from clarified best practices and improved rigor to establish its usefulness and facilitate replication, interpretation, and application.

Mesh:

Year:  2015        PMID: 25602871      PMCID: PMC4330820          DOI: 10.2105/AJPH.2014.302426

Source DB:  PubMed          Journal:  Am J Public Health        ISSN: 0090-0036            Impact factor:   9.308


  33 in total

1.  Rethinking the terms non-communicable disease and chronic disease.

Authors:  Nigel Unwin; JoAnne Epping Jordan; Ruth Bonita
Journal:  J Epidemiol Community Health       Date:  2004-09       Impact factor: 3.710

2.  Modeling the cost-effectiveness of colorectal cancer screening: policy guidance based on patient preferences and compliance.

Authors:  Sujha Subramanian; Georgiy Bobashev; Robert J Morris
Journal:  Cancer Epidemiol Biomarkers Prev       Date:  2009-06-30       Impact factor: 4.254

3.  Exploring walking differences by socioeconomic status using a spatial agent-based model.

Authors:  Yong Yang; Ana V Diez Roux; Amy H Auchincloss; Daniel A Rodriguez; Daniel G Brown
Journal:  Health Place       Date:  2012-01       Impact factor: 4.078

4.  Cost-effectiveness of vitamin therapy for age-related macular degeneration.

Authors:  David B Rein; Jinan B Saaddine; John S Wittenborn; Kathleen E Wirth; Thomas J Hoerger; K M Venkat Narayan; Traci Clemons; Stephen W Sorensen
Journal:  Ophthalmology       Date:  2007-02-22       Impact factor: 12.079

5.  An agent-based model of income inequalities in diet in the context of residential segregation.

Authors:  Amy H Auchincloss; Rick L Riolo; Daniel G Brown; Jeremy Cook; Ana V Diez Roux
Journal:  Am J Prev Med       Date:  2011-03       Impact factor: 5.043

6.  A model of social influence on body mass index.

Authors:  Ross A Hammond; Joseph T Ornstein
Journal:  Ann N Y Acad Sci       Date:  2014-02-14       Impact factor: 5.691

7.  The expanded Chronic Care Model: an integration of concepts and strategies from population health promotion and the Chronic Care Model.

Authors:  Victoria J Barr; Sylvia Robinson; Brenda Marin-Link; Lisa Underhill; Anita Dotts; Darlene Ravensdale; Sandy Salivaras
Journal:  Hosp Q       Date:  2003

8.  Social networks and smoking: exploring the effects of peer influence and smoker popularity through simulations.

Authors:  David R Schaefer; Jimi Adams; Steven A Haas
Journal:  Health Educ Behav       Date:  2013-10

9.  Individual and social determinants of multiple chronic disease behavioral risk factors among youth.

Authors:  Arsham Alamian; Gilles Paradis
Journal:  BMC Public Health       Date:  2012-03-22       Impact factor: 3.295

10.  Using an agent-based model to simulate children's active travel to school.

Authors:  Yong Yang; Ana V Diez-Roux
Journal:  Int J Behav Nutr Phys Act       Date:  2013-05-26       Impact factor: 6.457

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  41 in total

1.  Assessing the Effect of Clinical Inertia on Diabetes Outcomes: a Modeling Approach.

Authors:  Maria F Correa; Yan Li; Hye-Chung Kum; Mark A Lawley
Journal:  J Gen Intern Med       Date:  2018-12-18       Impact factor: 5.128

Review 2.  Systems approaches to population health in Canada: how have they been applied, and what are the insights and future implications for practice?

Authors:  Nadya Zukowski; Seanna Davidson; Mary Jane Yates
Journal:  Can J Public Health       Date:  2019-07-08

3.  Systems Modeling to Advance the Promise of Data Science in Epidemiology.

Authors:  Magdalena Cerdá; Katherine M Keyes
Journal:  Am J Epidemiol       Date:  2019-05-01       Impact factor: 4.897

4.  A dynamic framework on travel mode choice focusing on utilitarian walking based on the integration of current knowledge.

Authors:  Yong Yang
Journal:  J Transp Health       Date:  2016-03-17

Review 5.  A scoping review of simulation modeling in built environment and physical activity research: Current status, gaps, and future directions for improving translation.

Authors:  Leah Frerichs; Natalie R Smith; Kristen Hassmiller Lich; Todd K BenDor; Kelly R Evenson
Journal:  Health Place       Date:  2019-04-24       Impact factor: 4.078

6.  How new concepts become universal scientific approaches: insights from citation network analysis of agent-based complex systems science.

Authors:  Christian E Vincenot
Journal:  Proc Biol Sci       Date:  2018-03-14       Impact factor: 5.349

7.  Using Systems Science to Inform Population Health Strategies in Local Health Departments: A Case Study in San Antonio, Texas.

Authors:  Yan Li; Norma A Padrón; Anil T Mangla; Pamela G Russo; Thomas Schlenker; José A Pagán
Journal:  Public Health Rep       Date:  2017-08-16       Impact factor: 2.792

8.  Invited Commentary: Making Causal Inference More Social and (Social) Epidemiology More Causal.

Authors:  John W Jackson; Onyebuchi A Arah
Journal:  Am J Epidemiol       Date:  2020-03-02       Impact factor: 4.897

9.  The dynamics of food shopping behavior: Exploring travel patterns in low-income Detroit neighborhoods experiencing extreme disinvestment using agent-based modeling.

Authors:  Igor Vojnovic; Arika Ligmann-Zielinska; Timothy F LeDoux
Journal:  PLoS One       Date:  2020-12-21       Impact factor: 3.240

10.  Complex Systems Approaches to Diet: A Systematic Review.

Authors:  Brent A Langellier; Usama Bilal; Felipe Montes; Jose D Meisel; Letícia de Oliveira Cardoso; Ross A Hammond
Journal:  Am J Prev Med       Date:  2019-08       Impact factor: 5.043

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