Predicting Diabetes amongst Native American Elders: The Importance of Comorbid Diseases and their Interactions

S. Upadhyaya, K. Farahmand, T. Baker-Demaray
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引用次数: 3

Abstract

One in three Americans will be diabetic by 2050, and the rate of diabetes is disproportionately high among Native Americans, especially among Native elders age 55 and older. Early identification and prevention strategies have been regarded as the cornerstone of preventative medicine. The objective of the authors’ research was to identify factors related to diabetes and their interactions specifically among Native elders and develop a simple prediction model which can be used by healthcare professionals while interacting with Native elders in remote or rural areas. Data from a survey of 18,078 Native American elders was used in their study. After eliminating outliers using Pearson’s residuals and Cook’s distance, the area under the receiver operating characteristic curve was 0.7812 for men and 0.7230 for women. The results from the authors’ analysis provide additional perspective on how diabetes affects Native elders thus helping healthcare providers and policy makers when dealing with these community members.
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预测美洲原住民老年人中的糖尿病:共病疾病的重要性及其相互作用
到2050年,三分之一的美国人将患有糖尿病,印第安人的糖尿病发病率高得不成比例,尤其是55岁及以上的印第安老人。早期识别和预防策略一直被视为预防医学的基石。作者的研究目的是确定与糖尿病相关的因素及其在土著老年人中的相互作用,并开发一个简单的预测模型,供医疗保健专业人员在与偏远或农村地区的土著老年人互动时使用。他们的研究使用了18078名美国原住民老年人的调查数据。使用Pearson残差和Cook距离剔除异常值后,男性受试者工作特征曲线下面积为0.7812,女性受试者工作特征曲线下面积为0.7230。作者的分析结果为糖尿病如何影响土著老年人提供了额外的视角,从而帮助医疗保健提供者和政策制定者在处理这些社区成员时。
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