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基于主体的建模方法在公共卫生复杂性转向后的健康不平等研究:系统综述。

Agent-Based Modelling of Health Inequalities following the Complexity Turn in Public Health: A Systematic Review.

机构信息

MRC/CSO Social and Public Health Sciences Unit, School of Health and Wellbeing, University of Glasgow, Glasgow G3 7HR, UK.

School of Health and Related Research, University of Sheffield, Sheffield S1 4DA, UK.

出版信息

Int J Environ Res Public Health. 2022 Dec 14;19(24):16807. doi: 10.3390/ijerph192416807.

Abstract

There is an increasing focus on the role of complexity in public health and public policy fields which has brought about a methodological shift towards computational approaches. This includes agent-based modelling (ABM), a method used to simulate individuals, their behaviour and interactions with each other, and their social and physical environment. This paper aims to systematically review the use of ABM to simulate the generation or persistence of health inequalities. PubMed, Scopus, and Web of Science (1 January 2013-15 November 2022) were searched, supplemented with manual reference list searching. Twenty studies were included; fourteen of them described models of health behaviours, most commonly relating to diet ( = 7). Six models explored health outcomes, e.g., morbidity, mortality, and depression. All of the included models involved heterogeneous agents and were dynamic, with agents making decisions, growing older, and/or becoming exposed to different health risks. Eighteen models represented physical space and in eleven models, agents interacted with other agents through social networks. ABM is increasingly contributing to our understanding of the socioeconomic inequalities in health. However, to date, the majority of these models focus on the differences in health behaviours. Future research should attempt to investigate the social and economic drivers of health inequalities using ABM.

摘要

目前,人们越来越关注复杂性在公共卫生和公共政策领域中的作用,这促使研究方法转向计算方法。其中包括基于代理的建模(ABM),这是一种用于模拟个体、他们的行为以及他们之间的相互作用和社会及物理环境的方法。本文旨在系统地回顾使用 ABM 来模拟健康不平等的产生或持续存在。我们在 PubMed、Scopus 和 Web of Science(2013 年 1 月 1 日至 2022 年 11 月 15 日)上进行了搜索,并辅以手动参考文献搜索。共纳入 20 项研究;其中 14 项描述了健康行为模型,最常见的是与饮食相关的模型(=7)。6 个模型探讨了健康结果,例如发病率、死亡率和抑郁。所有纳入的模型都涉及异质代理并且是动态的,代理会做出决策、变老和/或面临不同的健康风险。18 个模型代表了物理空间,在 11 个模型中,代理通过社交网络与其他代理相互作用。ABM 越来越有助于我们理解健康方面的社会经济不平等。然而,迄今为止,这些模型大多数都集中在健康行为的差异上。未来的研究应该尝试使用 ABM 来研究健康不平等的社会和经济驱动因素。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62b6/9779847/cf0bdf0ff44d/ijerph-19-16807-g001.jpg

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