Using Pointwise Mutual Information for Breast Cancer Health Disparities Research With SEER-Medicare Claims.

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2023-01-01 DOI:10.5964/meth.8535
Brian L Egleston, Ashis Kumar Chanda, Tian Bai, Carolyn Y Fang, Richard J Bleicher, Slobodan Vucetic
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Abstract

Identification of procedures using International Classification of Diseases or Healthcare Common Procedure Coding System codes is challenging when conducting medical claims research. We demonstrate how Pointwise Mutual Information can be used to find associated codes. We apply the method to an investigation of racial differences in breast cancer outcomes. We used Surveillance Epidemiology and End Results (SEER) data linked to Medicare claims. We identified treatment using two methods. First, we used previously published definitions. Second, we augmented definitions using codes empirically identified by the Pointwise Mutual Information statistic. Similar to previous findings, we found that presentation differences between Black and White women closed much of the estimated survival curve gap. However, we found that survival disparities were completely eliminated with the augmented treatment definitions. We were able to control for a wider range of treatment patterns that might affect survival differences between Black and White women with breast cancer.

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使用点对互信息进行乳腺癌健康差异研究与seer医疗保险索赔。
在进行医疗索赔研究时,使用国际疾病分类或医疗保健通用程序编码系统代码识别程序是具有挑战性的。我们演示了如何使用点互信息来查找相关代码。我们将该方法应用于乳腺癌预后的种族差异调查。我们使用与医疗保险索赔相关的监测流行病学和最终结果(SEER)数据。我们确定了两种治疗方法。首先,我们使用了以前发布的定义。其次,我们使用由点态互信息统计量经验识别的代码扩充定义。与之前的发现相似,我们发现黑人和白人女性之间的表现差异缩小了大部分估计的生存曲线差距。然而,我们发现随着治疗定义的扩大,生存差异被完全消除了。我们能够控制更广泛的治疗模式,这些模式可能会影响黑人和白人女性乳腺癌患者的生存差异。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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