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Agent-based Modeling in Tobacco Regulatory Science: Exploring 'What if' in Waterpipe Smoking.

TLDR
It is argued that the uniqueness of WTS makes ABM a promising tool to be used in WTS-related research, as well as understanding use of other tobacco products.
Abstract
Objectives Waterpipe tobacco smoking (WTS) is an emerging public health crisis, particularly among youth and young adults. Different from the use of other tobacco products and e-cigarettes, WTS tends to be a social activity occurring among friends or persons associated with social networks. In this paper, we review a potential strategy for WTS-related research. Methods As a bottom-up computational model, agent-based modeling (ABM) can simulate the actions and interactions of agents, as well as the dynamic interactions between agents and their environments, to gain an understanding of the functioning of a system. ABM is particularly useful for incorporating the influence of social networks in WTS, and capturing people's space-time activity and the spatial distribution of WTS venues. Results Comprehensive knowledge of WTS-related behaviors at the individual level is needed to take advantage of ABM and use it to examine policies such as the interaction between WTS and cigarette smoking and the effect of flavors used in waterpipe tobacco. Longitudinal and WTS-specific surveys and laboratory experiments are particularly helpful to understand WTS basic mechanisms and elicit individual preferences, respectively. Conclusions We argue that the uniqueness of WTS makes ABM a promising tool to be used in WTS-related research, as well as understanding use of other tobacco products.

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Citations
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Waterpipe tobacco smoking: An emerging health crisis in the United States

TL;DR: Inclusion of waterpipe tobacco smoking in tobacco control activities may help reduce its spread and may lead users to underestimate health risks.
Journal ArticleDOI

Economic research in waterpipe tobacco smoking: reflections on data, demand, taxes, equity and health modelling

TL;DR: In this paper , the authors present insights from their work on the economics of waterpipe tobacco smoking conducted in the Eastern Mediterranean Region where waterpipe smoking originated and is highly prevalent, and provide practical guidance for researchers investigating the economics in low/middle-income countries where other tobacco forms are common.
References
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Agent-based modeling: Methods and techniques for simulating human systems

TL;DR: Agent-based modeling is a powerful simulation modeling technique that has seen a number of applications in the last few years, including applications to real-world business problems, and its four areas of application are discussed by using real- world applications.
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The collective dynamics of smoking in a large social network.

TL;DR: Despite the decrease in smoking in the overall population, the size of the clusters of smokers remained the same across time, suggesting that whole groups of people were quitting in concert.
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Identity and Search in Social Networks

TL;DR: A model is presented that offers an explanation of social network searchability in terms of recognizable personal identities: sets of characteristics measured along a number of social dimensions that may be applicable to many network search problems.
Journal ArticleDOI

Learning from evidence in a complex world.

TL;DR: Here it is shown how systems thinking and simulation modeling can help expand the boundaries of the authors' mental models, enhance the ability to generate and learn from evidence, and catalyze effective change in public health and beyond.
Journal ArticleDOI

Tobacco Product Use and Cessation Indicators Among Adults - United States, 2018.

TL;DR: Implementing comprehensive population-based interventions in coordination with regulation of the manufacturing, marketing, and distribution of all tobacco products can reduce tobacco-related disease and death in the United States.
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