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使用基于人口普查的总体变量来代表社会经济群体:来自全国样本的证据。

Use of census-based aggregate variables to proxy for socioeconomic group: evidence from national samples.

作者信息

Geronimus A T, Bound J

机构信息

Department of Health Behavior and Health Education and the Population Studies Center, University of Michigan, Ann Arbor 48109-2029, USA.

出版信息

Am J Epidemiol. 1998 Sep 1;148(5):475-86. doi: 10.1093/oxfordjournals.aje.a009673.

Abstract

Increasingly, investigators append census-based socioeconomic characteristics of residential areas to individual records to address the problem of inadequate socioeconomic information on health data sets. Little empirical attention has been given to the validity of this approach. The authors estimate health outcome equations using samples from nationally representative data sets linked to census data. They investigate whether statistical power is sensitive to the timing of census data collection or to the level of aggregation of the census data; whether different census items are conceptually distinct; and whether the use of multiple aggregate measures in health outcome equations improves prediction compared with a single aggregate measure. The authors find little difference in estimates when using 1970 compared with 1980 US Bureau of the Census data or zip code compared with tract level variables. However, aggregate variables are highly multicollinear. Associations of health outcomes with aggregate measures are substantially weaker than with microlevel measures. The authors conclude that aggregate measures can not be interpreted as if they were microlevel variables nor should a specific aggregate measure be interpreted to represent the effects of what it is labeled.

摘要

越来越多的研究者将基于人口普查的居住地区社会经济特征附加到个人记录中,以解决健康数据集社会经济信息不足的问题。对于这种方法的有效性,实证研究关注较少。作者使用与人口普查数据相关联的具有全国代表性数据集的样本,估计健康结果方程。他们研究统计功效是否对人口普查数据收集的时间或人口普查数据的汇总水平敏感;不同的人口普查项目在概念上是否不同;以及与单一汇总指标相比,在健康结果方程中使用多个汇总指标是否能提高预测能力。作者发现,使用1970年美国人口普查数据与1980年数据相比,或使用邮政编码变量与普查区层面变量相比,估计结果差异不大。然而,汇总变量具有高度多重共线性。健康结果与汇总指标的关联比与微观层面指标的关联要弱得多。作者得出结论,汇总指标不能像微观层面变量那样进行解释,也不应该将特定的汇总指标解释为代表其标签所指内容的影响。

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