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A multi-stage approach to maximizing geocoding success in a large population-based cohort study through automated and interactive processes

机译:一种多阶段方法可以通过自动化和交互过程最大限度地利用基于大量人群的队列研究的地理编码成功

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摘要

To enable spatial analyses within a large, prospective cohort study of nearly 86,000 adults enrolled in a 12-state area in the southeastern United States of America from 2002–2009, a multi-stage geocoding protocol was developed to efficiently maximize the proportion of participants assigned an address level geographic coordinate. Addresses were parsed, cleaned and standardized before applying a combination of automated and interactive geocoding tools. Our full protocol increased the non-Post Office (PO) Box match rate from 74.5% to 97.6%. Overall, we geocoded 99.96% of participant addresses, with only 5.2% at the ZIP code centroid level (2.8% PO Box and 2.3% non-PO Box addresses). One key to reducing the need for interactive geocoding was the use of multiple base maps. Still, addresses in areas with population density <44 persons/km2 were much more likely to require resource-intensive interactive geocoding than those in areas with >920 persons/km2 (odds ratio (OR) = 5.24; 95% confidence interval (CI) = 4.23, 6.49), as were addresses collected from participants during in-person interviews compared with mailed questionnaires (OR = 1.83; 95% CI = 1.59, 2.11). This study demonstrates that population density and address ascertainment method can influence automated geocoding results and that high success in address level geocoding is achievable for large-scale studies covering wide geographical areas.
机译:为了在大型86,000名成年人中进行近86,000名成年人的空间分析,从2002 - 2009年纳入美国东南部的12州地区,开发了一个多阶段地理编码协议,以有效地最大化所分配的参与者的比例地址级地理坐标。在应用自动和互动地理编码工具的组合之前,解析了地址,清洁和标准化。我们的全方位议定书将非邮局(PO)箱比赛率从74.5%增加到97.6%。总的来说,我们在邮政编码级别(2.8%PO盒和2.3%非埔箱地址2.8%邮箱和2.3%非PO箱地址)中仅为99.96%的参与者地址,只有5.2%。减少交互式地理编码需要的一个关键是使用多个基本地图。仍然,具有人口密度<44人/ km 2 的地区的地址更有可能需要资源密集型的互动地理编码,而不是具有> 920人/ km 2 的区域(赔率比(或)= 5.24; 95%置信区间(CI)= 4.23,6.49),与参与者在接入人口访谈期间与邮寄问卷(或= 1.83; 95%CI = 1.59,2.11)收集的地址是从参与者收集的地址。 。本研究表明,人口密度和地址确定方法可以影响自动化地理编码结果,并且在覆盖宽地理区域的大规模研究中可以实现地理位置的高成功。

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