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Comparing a single-stage geocoding method to a multi-stage geocoding method: how much and where do they disagree?

机译:将单阶段地理编码方法与多阶段地理编码方法进行比较:它们在多少程度上不同?

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Background Geocoding methods vary among spatial epidemiology studies. Errors in the geocoding process and differential match rates may reduce study validity. We compared two geocoding methods using 8,157 Washington State addresses. The multi-stage geocoding method implemented by the state health department used a sequence of local and national reference files. The single-stage method used a single national reference file. For each address geocoded by both methods, we measured the distance between the locations assigned by each method. Area-level characteristics were collected from census data, and modeled as predictors of the discordance between geocoded address coordinates. Results The multi-stage method had a higher match rate than the single-stage method: 99% versus 95%. Of 7,686 addresses were geocoded by both methods, 96% were geocoded to the same census tract by both methods and 98% were geocoded to locations within 1 km of each other by the two methods. The distance between geocoded coordinates for the same address was higher in sparsely populated and low poverty areas, and counties with local reference files. Conclusion The multi-stage geocoding method had a higher match rate than the single-stage method. An examination of differences in the location assigned to the same address suggested that study results may be most sensitive to the choice of geocoding method in sparsely populated or low-poverty areas.
机译:背景地理编码方法因空间流行病学研究而异。地理编码过程中的错误和差异匹配率可能会降低研究的有效性。我们比较了使用8157个华盛顿州地址的两种地理编码方法。国家卫生部门实施的多级地理编码方法使用了一系列本地和国家参考文件。单阶段方法使用单个国家参考文件。对于通过两种方法进行地理编码的每个地址,我们都测量了每种方法分配的位置之间的距离。从人口普查数据中收集区域级别的特征,并将其建模为地理编码地址坐标之间不一致的预测变量。结果多阶段方法比单阶段方法具有更高的匹配率:99%比95%。两种方法都对7686个地址进行了地理编码,两种方法都将96%的地址进行了地理编码,而两种方法中98%的地址进行了地理编码。在人口稀少和低贫困地区以及具有本地参考文件的县,同一地址的地理编码坐标之间的距离较大。结论多级地理编码方法比单级方法具有更高的匹配率。检查分配给同一地址的位置的差异表明,在人烟稀少或贫困地区,研究结果可能对地理编码方法的选择最为敏感。

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