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被忽视的受访者驱动抽样估计量的威胁:同伴招募的现实、程度衡量和随机选择假设。

Overlooked Threats to Respondent Driven Sampling Estimators: Peer Recruitment Reality, Degree Measures, and Random Selection Assumption.

机构信息

Institute for Community Research, 2 Hartford Square West, Suite 100, Hartford, CT, 06106, USA.

Keck School of Medicine, University of Southern California, Los Angeles, CA, USA.

出版信息

AIDS Behav. 2018 Jul;22(7):2340-2359. doi: 10.1007/s10461-017-1827-1.

Abstract

Intensive sociometric network data were collected from a typical respondent driven sample (RDS) of 528 people who inject drugs residing in Hartford, Connecticut in 2012-2013. This rich dataset enabled us to analyze a large number of unobserved network nodes and ties for the purpose of assessing common assumptions underlying RDS estimators. Results show that several assumptions central to RDS estimators, such as random selection, enrollment probability proportional to degree, and recruitment occurring over recruiter's network ties, were violated. These problems stem from an overly simplistic conceptualization of peer recruitment processes and dynamics. We found nearly half of participants were recruited via coupon redistribution on the street. Non-uniform patterns occurred in multiple recruitment stages related to both recruiter behavior (choosing and reaching alters, passing coupons, etc.) and recruit behavior (accepting/rejecting coupons, failing to enter study, passing coupons to others). Some factors associated with these patterns were also associated with HIV risk.

摘要

我们从康涅狄格州哈特福德的一个典型的基于受访者驱动抽样法(RDS)的 528 名注射吸毒者中收集了密集的社会计量网络数据,该抽样法是在 2012-2013 年进行的。这个丰富的数据集使我们能够分析大量未观察到的网络节点和联系,以评估 RDS 估计值所依据的常见假设。结果表明,RDS 估计值所依据的几个假设,如随机选择、与度数成比例的入组概率以及在招募者的网络联系上进行招募,都被违反了。这些问题源于对同伴招募过程和动态的过于简单化的概念化。我们发现,近一半的参与者是通过在街上重新分发优惠券来招募的。在与招募者行为(选择和联系熟人、传递优惠券等)和招募者行为(接受/拒绝优惠券、未能进入研究、将优惠券传递给他人)相关的多个招募阶段中,出现了非均匀的模式。这些模式的一些因素也与 HIV 风险有关。

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