Division of HIV/AIDS Prevention, Centers for Disease Control and Prevention, Atlanta, Georgia, United States of America.
ICF International, Inc., Calverton, Maryland, United States of America.
PLoS One. 2020 Dec 3;15(12):e0243351. doi: 10.1371/journal.pone.0243351. eCollection 2020.
The Medical Monitoring Project (MMP) is a public health surveillance system that provides representative estimates of the experiences and behaviors of adults with diagnosed HIV in the United States. In 2015, the sample design and frame of MMP changed from a system that only included HIV patients to one that captures the experiences of persons receiving and not receiving HIV care. We describe methods investigated for calculating survey weights, the approach chosen, and the benefits of using a dynamic surveillance registry as a sampling frame.
MMP samples adults with diagnosed HIV from the National HIV Surveillance System, the HIV case surveillance registry for the United States. In the methodological study presented in this manuscript, we compared methods that account for sample design and nonresponse, including weighting class adjustment vs. propensity weighting and a single-stage nonresponse adjustment vs. sequential adjustments for noncontact and nonresponse. We investigated how best to adjust for non-coverage using surveillance data to post-stratify estimates.
After assessing these methods, we chose as our preferred procedure weighting class adjustments and a single-stage nonresponse adjustment. Classes were constructed using variables associated with respondents' characteristics and important survey outcomes, chief among them laboratory results available from surveillance that served as a proxy for medical care.
MMPs weighting procedures reduced sample bias by leveraging auxiliary information on medical care available from the surveillance registry sampling frame. Expanding MMPs population of focus provides important information on characteristics of persons with diagnosed HIV that complement the information provided by the surveillance registry. MMP methods can be applied to other disease registries or population-monitoring systems when more detailed information is needed for a population, with the detailed information obtained efficiently from a representative sample of the population covered by the registry.
医学监测项目(MMP)是一个公共卫生监测系统,提供了美国确诊 HIV 感染者经历和行为的代表性估计。2015 年,MMP 的样本设计和框架从仅包括 HIV 患者的系统转变为包括接受和未接受 HIV 护理的人的经验的系统。我们描述了调查权重计算方法、选择的方法以及使用动态监测登记作为抽样框架的好处。
MMP 从美国国家 HIV 监测系统(用于 HIV 监测的美国 HIV 病例监测登记处)中抽取确诊 HIV 的成年人样本。在本文介绍的方法学研究中,我们比较了考虑样本设计和无回应的方法,包括加权等级调整与倾向加权、单阶段无回应调整与非接触和无回应的连续调整。我们调查了如何使用监测数据来调整非覆盖范围,以便对估计值进行后分层。
在评估了这些方法之后,我们选择了加权等级调整和单阶段无回应调整作为我们的首选程序。等级是使用与受访者特征和重要调查结果相关的变量构建的,其中最重要的是来自监测的可作为医疗保健代理的实验室结果。
MMP 的加权程序通过利用监测登记框架中可用的医疗保健辅助信息来减少样本偏差。扩大 MMP 的关注人群,提供了关于确诊 HIV 患者特征的重要信息,这些信息补充了监测登记提供的信息。当需要更详细的人群信息时,MMP 方法可以应用于其他疾病登记处或人口监测系统,并且可以从登记处涵盖的人群的代表性样本中高效地获取详细信息。