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Empirical evidence of recruitment bias in a network study of people who inject drugs

机译:在注射毒品的人体网络研究中招聘偏见的经验证据

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Background: Epidemiologic surveys of people who inject drugs (PWID) can be difficult to conduct because potential participants may fear exposure or legal repercussions. Respondent-driven sampling (RDS) is a procedure in which subjects recruit their eligible social contacts. The statistical validity of RDS surveys of PWID and other risk groups depends on subjects recruiting at random from among their network contacts. Objectives: We sought to develop and apply a rigorous definition and statistical tests for uniform network recruitment in an RDS survey. Methods: We undertook a detailed study of recruitment bias in a unique RDS study of PWID in Hartford, CT, the USA in which the network, individual-level covariates, and social link attributes were recorded. A total of participants (402 male, 123 female, and two individuals who did not specify their gender) within a network of 2626 PWID were recruited. Results: We found strong evidence of recruitment bias with respect to age, homelessness, and social relationship characteristics. In the discrete model, the estimated hazard ratios regarding the significant features of recruitment time and choice of recruitee were: alter's age 1.03 [1.02, 1.05], alter's crack-using status 0.70 [0.50, 1.00], homelessness difference 0.61 [0.43, 0.87], and sharing activities in drug preparation 2.82 [1.39, 5.72]. Under both the discrete and continuous-time recruitment regression models, we reject the null hypothesis of uniform recruitment. Conclusions: The results provide the evidence that for this study population of PWID, recruitment bias may significantly alter the sample composition, making results of RDS surveys less reliable. More broadly, RDS studies that fail to collect comprehensive network data may not be able to detect biased recruitment when it occurs.
机译:背景:注入药物(PWID)的人的流行病学调查可能难以进行,因为潜在的参与者可能恐惧暴露或法律反应。受访者驱动的抽样(RDS)是一个程序,主题招募其符合条件的社会联系。 PWID和其他风险群体RDS调查的统计有效性取决于他们网络联系人随机招募的受试者。目标:我们试图为RDS调查中的统一网络招聘制定和应用严格的定义和统计测试。方法:我们对哈特福德,CT,CT,招聘人员的独特RDS研究进行了详细研究,其中录制了网络,个人级协变量和社会链接属性。招募了总共参与者(402名男性,123名女性和两名未在3626个PWID的网络中没有指定他们的两名个人)。结果:我们发现有关年龄,无家可归和社会关系特征的招聘偏见的强有力证据。在离散模式中,关于招聘时间和招聘人员选择的重要特征的估计危险比是:ALTER年龄1.03 [1.02,1.05],改变的裂缝状态0.70 [0.50,1.00],无家可归差0.61 [0.43,0.87 ],并在药物制剂中分享活动2.82 [1.39,5.72]。在离散和连续时间招聘回归模式下,我们拒绝统一招聘的零假设。结论:结果提供了对这项研究人群的PWID,招聘偏倚可以显着改变样品组成,使RDS调查的结果较低。更广泛地,未能收集综合网络数据的RDS研究可能无法在发生时检测偏见的招聘。

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