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首页> 外文期刊>BMC Medical Research Methodology >Does size really matter? A sensitivity analysis of number of seeds in a respondent-driven sampling study of gay, bisexual and other men who have sex with men in Vancouver, Canada
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Does size really matter? A sensitivity analysis of number of seeds in a respondent-driven sampling study of gay, bisexual and other men who have sex with men in Vancouver, Canada

机译:大小真的重要吗?在加拿大温哥华进行的一项由同性恋者,双性恋者和其他与男性发生性关系的男性的受访者驱动的抽样研究中,对种子数目的敏感性分析

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Background Respondent-driven sampling (RDS) is an increasingly used peer chain-recruitment method to sample “hard-to-reach” populations for whom there are no reliable sampling frames. Implementation success of RDS varies; one potential negative factor being the number of seeds used. Methods We conducted a sensitivity analysis on estimates produced using data from an RDS study of gay, bisexual and other men who have sex with men (GBMSM) aged ≥16?years living in Vancouver, Canada. Participants completed a questionnaire on demographics, sexual behavior and substance use. For analysis, we used increasing seed exclusion criteria, starting with all participants and subsequently removing unproductive seeds, chains of ≤1 recruitment waves, and chains of ≤2 recruitment waves. We calculated estimates for three different outcomes (HIV serostatus, condomless anal intercourse with HIV discordant/unknown status partner, and injecting drugs) using three different RDS weighting procedures: RDS-I, RDS-II, and RDS-SS. We also assessed seed dependence with bottleneck analyses and convergence plots. Statistical differences between RDS estimators were assessed through simulation analysis. Results Overall, 719 participants were recruited, which included 119 seeds and a maximum of 16 recruitment waves (mean chain length?=?1.7). The sample of >0 recruitment waves removed unproductive seeds ( n =?50/119, 42.0%), resulting in 69 chains (mean length?=?3.0). The sample of >1 recruitment waves removed 125 seeds or recruits (17.4% of overall sample), resulting in 37 chains (mean length?=?4.8). The final sample of >2 recruitment waves removed a further 182 seeds or recruits (25.3% of overall sample), resulting in 25 chains (mean length?=?6.1). Convergence plots and bottleneck analyses of condomless anal intercourse with HIV discordant/unknown status partner and injecting drugs outcomes were satisfactory. For these two outcomes, regardless of seed exclusion criteria used, the crude proportions fell within 95% confidence intervals of all RDS-weighted estimates. Significant differences between the three RDS estimators were not observed. Conclusions Within a sample of GBMSM in Vancouver, Canada, this RDS study suggests that when equilibrium and homophily are met, although potentially costly and time consuming, analysis is not negatively affected by large numbers of unproductive or lowly productive seeds.
机译:背景技术受访者驱动的采样(RDS)是一种越来越多使用的对等链招聘方法,用于对没有可靠采样框架的“难以到达”人群进行采样。 RDS的实施成功程度各不相同;一个潜在的负面因素是所用种子的数量。方法我们对RDS研究得出的估计值进行了敏感性分析,该数据来自居住在加拿大温哥华,年龄≥16岁的男同性恋,双性恋和其他男性(GBMSM)。参与者完成了有关人口统计,性行为和药物使用情况的调查问卷。为了进行分析,我们使用了增加的种子排除标准,从所有参与者开始,然后除去非生产性种子,募集波≤1的链和募集波≤2的链。我们使用三种不同的RDS加权程序(RDS-I,RDS-II和RDS-SS)计算了三种不同结局(HIV血清状况,与HIV不和谐/身份不明伴侣的无避孕套肛交以及注射药物)的估计值。我们还通过瓶颈分析和收敛图评估了种子依赖性。 RDS估计量之间的统计差异通过模拟分析进行了评估。结果总共招募了719名参与者,其中包括119颗种子和最多16次招募波(平均链长?=?1.7)。募集波大于0的样本除去了无用的种子(n =?50 / 119,42.0%),从而形成了69条链(平均长度?=?3.0)。 > 1个募集波的样本除去了125个种子或募集者(占总样本的17.4%),从而形成了37个链(平均长度≥4.8)。大于2个募集波的最终样本又除去了182个种子或募集者(占总样本的25.3%),从而形成了25个链(平均长度≥6.1)。与艾滋病毒不和谐者/身份不明伴侣之间无避孕套肛交以及注射毒品成果的收敛图和瓶颈分析令人满意。对于这两个结果,无论使用何种种子排除标准,其原油比例均落在所有RDS加权估算值的95%置信区间内。没有观察到三个RDS估计量之间的显着差异。结论在加拿大温哥华的GBMSM样本中,这项RDS研究表明,当达到平衡和同质性时,尽管可能成本高昂且费时,但分析不受大量非生产性或低产种子的负面影响。

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