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介绍CASCADEPOP:一个用于美国卫生政策评估的开源社会人口模拟平台。

Introducing CASCADEPOP: an open-source sociodemographic simulation platform for us health policy appraisal.

作者信息

Brennan Alan, Buckley Charlotte, Vu Tuong Manh, Probst Charlotte, Nielsen Alexandra, Bai Hao, Broomhead Thomas, Greenfield Thomas, Kerr William, Meier Petra S, Rehm JüRgen, Shuper Paul, Strong Mark, Purshouse Robin C

机构信息

School of Health and Related Research, University of Sheffield (ScHARR), 30 Regent Street, Sheffield, S1 4DA, UK.

Department of Automatic Control and Systems Engineering, University of Sheffield, Mappin Street, Sheffield, S1 3JD, UK.

出版信息

Int J Microsimul. 2020 Summer;13(2):21-60. doi: 10.34196/ijm.00217.

Abstract

Largescale individual-level and agent-based models are gaining importance in health policy appraisal and evaluation. Such models require the accurate depiction of the jurisdiction's population over extended time periods to enable modeling of the development of non-communicable diseases under consideration of historical, sociodemographic developments. We developed CASCADEPOP to provide a readily available sociodemographic micro-synthesis and microsimulation platform for US populations. The micro-synthesis method used iterative proportional fitting to integrate data from the US Census, the American Community Survey, the Panel Study of Income Dynamics, Multiple Cause of Death Files, and several national surveys to produce a synthetic population aged 12 to 80 years on 01/01/1980 for five states (California, Minnesota, New York, Tennessee, and Texas) and the US. Characteristics include individuals' age, sex, race/ethnicity, marital/employment/parental status, education, income and patterns of alcohol use as an exemplar health behavior. The microsimulation simulates individuals' sociodemographic life trajectories over 35 years to 31/12/2015 accounting for population developments including births, deaths, and migration. Results comparing the 1980 micro-synthesis against observed data shows a successful depiction of state and US population characteristics and of drinking. Comparing the microsimulation over 30 years with Census data also showed the successful simulation of sociodemographic developments. The CASCADEPOP platform enables modelling of health behaviors across individuals' life courses and at a population level. As it contains a large number of relevant sociodemographic characteristics it can be further developed by researchers to build US agent-based models and microsimulations to examine health behaviors, interventions, and policies.

摘要

大规模个体层面模型和基于主体的模型在卫生政策评估中愈发重要。此类模型需要在较长时间段内准确描绘辖区人口,以便在考虑历史社会人口发展情况的前提下,对非传染性疾病的发展进行建模。我们开发了CASCADEPOP,为美国人口提供一个随时可用的社会人口微观合成与微观模拟平台。微观合成方法采用迭代比例拟合,整合了美国人口普查、美国社区调查、收入动态面板研究、多死因档案以及多项全国性调查的数据,以生成1980年1月1日时年龄在12至80岁之间的五个州(加利福尼亚州、明尼苏达州、纽约州、田纳西州和得克萨斯州)以及美国的合成人口。其特征包括个人的年龄、性别、种族/族裔、婚姻/就业/父母状况、教育程度、收入以及作为典型健康行为的饮酒模式。微观模拟则模拟了个体在35年至2015年12月31日期间的社会人口生活轨迹,考虑了包括出生、死亡和迁移在内的人口发展情况。将1980年的微观合成结果与观测数据进行比较,结果显示成功描绘了各州和美国的人口特征以及饮酒情况。将30年的微观模拟结果与人口普查数据进行比较,也显示成功模拟了社会人口发展情况。CASCADEPOP平台能够对个体生命历程以及人口层面的健康行为进行建模。由于它包含大量相关社会人口特征,研究人员可以进一步开发该平台,构建基于美国主体的模型和微观模拟,以研究健康行为、干预措施和政策。

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