How can agent-based modelling provide new insights into the impact of minimum unit pricing in Scotland?

IF 3 3区 医学 Q2 SUBSTANCE ABUSE Drug and alcohol review Pub Date : 2024-06-05 DOI:10.1111/dar.13880
Jennifer Boyd, John Holmes, Naomi Gibbs, Charlotte Buckley, Robin Purshouse, Petra Meier
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Abstract

In recent years we have gained insight into the impact of minimum unit pricing (MUP)—a legal floor price below which a given volume of alcohol cannot be sold—on population-level reductions in alcohol sales, consumption and harm. However, several questions remain unanswered including how individual-level purchasing changes impact the local economy (e.g., balance between on-licence and off-licence outlets), lead to long-term population-level trends (e.g., youth drinking) and social harms (e.g., violence). Agent-based modelling captures heterogeneity, emergence, feedback loops and adaptive and dynamic features, which provides an opportunity to understand the nuanced effects of MUP. Agent-based models (ABM) simulate heterogeneous agents (e.g., individuals, organisations) often situated in space and time that interact with other agents and/or with their environment, allowing us to identify the mechanisms underlying social phenomena. ABMs are particularly useful for theory development, and testing and simulating the impacts of policies and interventions. We illustrate how ABMs could be applied to generate novel insights and provide best estimates of social network effects, and changes in purchasing behaviour and social harms, due to the implementation of MUP. ABMs like other modelling approaches can simulate alternative implementations of MUP (e.g., policy intensity [£0.50, £0.60] or spatial scales [local, national]) but can also provide an understanding of the potential impact of MUP on different population groups (e.g., alcohol exposure of young people who are not yet drinking). Using ABMs to understand the impact of MUP would provide new insights to complement those from traditional epidemiological and other modelling methods.

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基于代理的建模如何为苏格兰最低单位定价的影响提供新的见解?
近年来,我们已经深入了解了最低单位价格(MUP)--低于这一法定底价就不能出售一定量的酒类--对减少酒类销售、消费和危害的影响。然而,仍有几个问题没有得到解答,包括个人层面的购买变化如何影响当地经济(例如,执照销售点和非执照销售点之间的平衡)、如何导致人口层面的长期趋势(例如,青少年饮酒)和社会危害(例如,暴力)。基于代理的模型能够捕捉异质性、突发性、反馈回路以及适应性和动态特征,从而为了解 MUP 的细微影响提供了机会。基于代理的模型(ABM)模拟异质代理(如个人、组织),这些代理通常位于空间和时间中,与其他代理和/或其环境相互作用,使我们能够确定社会现象的内在机制。在理论发展、测试和模拟政策和干预措施的影响方面,ABM 尤为有用。我们说明了如何应用 ABM 来产生新的见解,并对实施 MUP 后的社会网络效应以及购买行为和社会危害的变化提供最佳估计。像其他建模方法一样,ABM 可以模拟 MUP 的其他实施方式(如政策强度 [£0.50, £0.60] 或空间尺度 [地方、全国]),但也可以了解 MUP 对不同人群的潜在影响(如尚未饮酒的年轻人的酒精接触)。使用 ABM 了解 MUP 的影响将提供新的见解,补充传统流行病学和其他建模方法的不足。
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来源期刊
Drug and alcohol review
Drug and alcohol review SUBSTANCE ABUSE-
CiteScore
4.80
自引率
10.50%
发文量
151
期刊介绍: Drug and Alcohol Review is an international meeting ground for the views, expertise and experience of all those involved in studying alcohol, tobacco and drug problems. Contributors to the Journal examine and report on alcohol and drug use from a wide range of clinical, biomedical, epidemiological, psychological and sociological perspectives. Drug and Alcohol Review particularly encourages the submission of papers which have a harm reduction perspective. However, all philosophies will find a place in the Journal: the principal criterion for publication of papers is their quality.
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