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首页> 外文期刊>Journal of the International Association of Providers of AIDS Care. >Understanding Determinants of Racial and Ethnic Disparities in Viral Load Suppression: A Data Mining Approach
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Understanding Determinants of Racial and Ethnic Disparities in Viral Load Suppression: A Data Mining Approach

机译:了解病毒负荷抑制中种族和种族差异的决定因素:数据采矿方法

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Racial and ethnic disparities in viral load suppression (VLS) have been well documented among people living with HIV (PLWH). The authors hypothesized that a contemporary analytic technique could reveal factors underlying these disparities and provide more explanatory power than broad stereotypes. Classification and regression tree analysis was used to detect factors associated with VLS among 11 419 adult PLWH receiving treatment from 186 New York State HIV clinics in 2013. A total of 8885 (77.8%) patients were virally suppressed. The algorithm identified 8 mutually exclusive subgroups characterized by age, housing stability, drug use, and insurance status but neither race nor ethnicity. Our findings suggest that racial and ethnic disparities in VLS exist but likely reflect underlying social and behavioral determinants of health.
机译:病毒载荷抑制(VLS)的种族和族裔差异在艾滋病毒(PLWH)的人们中已经充分记录。 作者假设一种当代分析技术可以揭示这些差异的因素,并提供比广泛的刻板印象更多的解释力。 分类和回归树分析用于检测从2013年从186名纽约州HIV诊所接受治疗的11 419个成人PLWH之间与VLS相关的因素。共有8885名(77.8%)患者在病毒抑制。 该算法确定了以年龄,住房稳定,药物使用和保险状况为特征的8个相互独家亚组,但既不是种族也不是种族。 我们的研究结果表明,VLS中的种族和族裔差异存在,但可能反映了健康的社会和行为决定因素。

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