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中国江苏省的社会经济因素与细菌性痢疾风险:一项使用贝叶斯层次模型的空间调查

Socioeconomic factors and bacillary dysentery risk in Jiangsu Province, China: a spatial investigation using Bayesian hierarchical models.

作者信息

Li Sabrina, Schmidt Alexandra M, Elliott Susan J

机构信息

Department of Geography and the Environment, University of Waterloo, Waterloo, ON, Canada.

Department of Epidemiology, Biostatistics, and Occupational Health, McGill University, Montreal, QC, Canada.

出版信息

Int J Environ Health Res. 2022 Jan;32(1):220-231. doi: 10.1080/09603123.2020.1746745. Epub 2020 Apr 8.

Abstract

Bacillary dysentery (BD) is an acute diarrheal disease prevalent in areas affected by socioeconomic disparities. We investigated BD risk and its associations with socioeconomic factors at the county-level in Jiangsu province, China using epidemiological and socioeconomic data from 2011-2014. We fitted four Bayesian hierarchical models with various prior specifications for random effects. As all model comparison criteria values were similar, we presented results from a reparameterized Besag-York-Mollié model, which addressed issues with the identifiability of variance captured by spatial and independent effects. Our model adjusted for year and socioeconomic status showed 18-65% decreased BD risk compared to 2011. We found a high relative risk in the northwestern and southwestern counties. Increasing the percentage of rural households, rural income per capita, health institutions per capita, or hospital beds per capita decreases the relative risk of BD, respectively. Our findings can be used to improve infectious diarrhea surveillance and enhance existing public health interventions.

摘要

细菌性痢疾(BD)是一种在受社会经济差异影响地区流行的急性腹泻病。我们利用中国江苏省2011 - 2014年的流行病学和社会经济数据,在县级层面调查了BD风险及其与社会经济因素的关联。我们拟合了四个具有不同随机效应先验规范的贝叶斯分层模型。由于所有模型比较标准值相似,我们展示了一个重新参数化的贝萨格 - 约克 - 莫利模型的结果,该模型解决了由空间和独立效应捕获的方差的可识别性问题。我们调整了年份和社会经济状况的模型显示,与2011年相比,BD风险降低了18 - 65%。我们发现西北和西南各县的相对风险较高。农村家庭百分比、农村人均收入、人均卫生机构数量或人均医院病床数量的增加分别降低了BD的相对风险。我们的研究结果可用于改善感染性腹泻监测并加强现有的公共卫生干预措施。

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