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衡量和说明受访者驱动抽样中潜在偏差的重要性。

The importance of measuring and accounting for potential biases in respondent-driven samples.

机构信息

Alcohol, Policy, and Safety Research Center, Pacific Institute for Research and Evaluation, 11720 Beltsville Drive Suite 900, Calverton, MD 20705, USA.

出版信息

AIDS Behav. 2013 Jul;17(6):2244-52. doi: 10.1007/s10461-013-0451-y.

Abstract

Respondent-driven sampling (RDS) is often viewed as a superior method for recruiting hard-to-reach populations disproportionately burdened with poor health outcomes. As an analytic approach, it has been praised for its ability to generate unbiased population estimates via post-stratified weights which account for non-random recruitment. However, population estimates generated with RDSAT (RDS Analysis Tool) are sensitive to variations in degree weights. Several assumptions are implicit in the degree weight and are not routinely assessed. Failure to meet these assumptions could result in inaccurate degree measures and consequently result in biased population estimates. We highlight potential biases associated with violating the assumptions implicit in degree weights for the RDSAT estimator and propose strategies to measure and possibly correct for biases in the analysis.

摘要

应答式驱动抽样(RDS)通常被视为一种优越的方法,用于招募不成比例地承受不良健康结果负担的难以接触的人群。作为一种分析方法,它因其能够通过后分层权重生成无偏的人口估计而受到称赞,这些权重考虑了非随机招募。然而,使用 RDSAT(RDS 分析工具)生成的人口估计对度权重的变化很敏感。度权重中隐含了几个假设,并且通常不会进行评估。如果不能满足这些假设,可能会导致不准确的度测量,从而导致有偏差的人口估计。我们强调了违反 RDSAT 估计器中隐含的度权重假设所带来的潜在偏差,并提出了一些策略来衡量和可能纠正分析中的偏差。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/74c0/3674117/94c5c9ddb69e/nihms458435f1.jpg

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