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贝叶斯空间方法在小区域伤害分析中的应用:以加拿大安大略省惠灵顿-达福-格罗夫健康区老年人跌倒的地理差异为例的研究。

Bayesian spatial methods for small-area injury analysis: a study of geographical variation of falls in older people in the Wellington-Dufferin-Guelph health region of Ontario, Canada.

机构信息

School of Public Health and Health Systems, University of Waterloo, Waterloo, Ontario, Canada.

出版信息

Inj Prev. 2012 Oct;18(5):303-8. doi: 10.1136/injuryprev-2011-040068. Epub 2011 Dec 17.

DOI:10.1136/injuryprev-2011-040068
PMID:22180618
Abstract

OBJECTIVES

To examine falls in older people in the Wellington-Dufferin-Guelph (WDG) health region of Ontario, Canada, and to identify areas with excess RR and associated risk factors, particularly those related to private dwellings.

METHODS

Cases of hospitalisation following falls among older people in the WDG health region between 2002 and 2006 were geocoded to the dissemination area level and used in the spatial analysis. The falls data and covariates from the 2006 Canadian census were analysed using Poisson log-linear models with (spatial and non-spatial) random effects at the dissemination area level. A Bayesian approach with Markov chain Monte Carlo simulation allowed the spatial random effects models to be fitted. Map decomposition was used to visualise the results.

RESULTS

The percentage of occupied private dwellings requiring repairs and median income were significantly associated with falls in older people in the WDG health region. Twenty-six dissemination areas with high RR of falls in older people in the WDG health region were identified. Map decomposition revealed that RR were also driven by unknown factors that have spatial patterns.

CONCLUSIONS

This research identified an association between falls in older people and housing conditions; the higher the percentage of dwellings requiring repairs in an area, the higher its risk of falls in older people. Bayesian spatial modelling accounts for measurement errors and unobserved or unknown risk factors that have spatial patterns. The findings have the potential to contribute to future research in reducing falls in older people and generate more interest in using Bayesian spatial modelling approaches in injury and public health research.

摘要

目的

研究加拿大安大略省惠灵顿-达弗林-格伦(WDG)健康区老年人跌倒情况,并确定RR 过高的地区和相关危险因素,特别是与私人住宅有关的因素。

方法

将 2002 年至 2006 年 WDG 健康区老年人因跌倒住院的病例进行地理编码到传播区域水平,并在空间分析中使用。使用泊松对数线性模型分析 2006 年加拿大人口普查的跌倒数据和协变量,并在传播区域水平上使用(空间和非空间)随机效应。贝叶斯方法与马尔可夫链蒙特卡罗模拟相结合,允许拟合空间随机效应模型。地图分解用于可视化结果。

结果

需要维修的居住用房占有率和居民中位数收入与 WDG 健康区老年人跌倒有显著相关性。确定了 26 个 RR 较高的传播区域老年人跌倒情况。地图分解表明,RR 还受到具有空间模式的未知因素的驱动。

结论

这项研究发现老年人跌倒与住房条件之间存在关联;一个地区需要维修的住房比例越高,老年人跌倒的风险就越高。贝叶斯空间模型考虑了测量误差以及具有空间模式的未知或未知风险因素。这些发现有可能有助于未来减少老年人跌倒的研究,并激发人们更多地关注在伤害和公共卫生研究中使用贝叶斯空间模型方法。

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