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一种两阶段贝叶斯模型,用于评估美国各县的种族经济隔离和过早死亡的地理分布。

A two-stage bayesian model for assessing the geography of racialized economic segregation and premature mortality across US counties.

机构信息

Department of Epidemiology and Biostatistics, Drexel Dornsife School of Public Health, Philadelphia 19104, PA, USA.

Department of Epidemiology and Biostatistics, Drexel Dornsife School of Public Health, Philadelphia 19104, PA, USA; College for Public Health and Social Justice, Saint Louis University, 3545 Lafayette Ave., St. Louis, MO 63104, USA.

出版信息

Spat Spatiotemporal Epidemiol. 2024 Jun;49:100652. doi: 10.1016/j.sste.2024.100652. Epub 2024 Apr 25.

Abstract

Racialized economic segregation, a key metric that simultaneously accounts for spatial, social and income polarization in communities, has been linked to adverse health outcomes, including morbidity and mortality. Due to the spatial nature of this metric, the association between health outcomes and racialized economic segregation could also change with space. Most studies assessing the relationship between racialized economic segregation and health outcomes have always treated racialized economic segregation as a fixed effect and ignored the spatial nature of it. This paper proposes a two-stage Bayesian statistical framework that provides a broad, flexible approach to studying the spatially varying association between premature mortality and racialized economic segregation while accounting for neighborhood-level latent health factors across US counties. The two-stage framework reduces the dimensionality of spatially correlated data and highlights the importance of accounting for spatial autocorrelation in racialized economic segregation measures, in health equity focused settings.

摘要

种族经济隔离是一个重要指标,它同时考虑了社区的空间、社会和收入极化,与不良健康结果有关,包括发病率和死亡率。由于该指标的空间性质,健康结果与种族经济隔离之间的关联也可能随空间而变化。大多数评估种族经济隔离与健康结果之间关系的研究始终将种族经济隔离视为固定效应,而忽略了其空间性质。本文提出了一个两阶段贝叶斯统计框架,为研究美国各县过早死亡率与种族经济隔离之间的空间变化关联提供了一种广泛而灵活的方法,同时考虑了邻里层面潜在的健康因素。两阶段框架降低了空间相关数据的维数,并强调了在关注健康公平的环境中,考虑种族经济隔离措施中空间自相关的重要性。

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