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Influenza vaccination in the elderly: Identifying disparities, predictors of county-level dissemination, and methodologic examination of classification and regression tree analysis.

机译:老年人流感疫苗接种:识别差异,县级传播的预测因素以及分类和回归树分析的方法学检查。

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This study applied two novel approaches to the assessment of factors associated with influenza vaccination. The first approach, Classification and Regression Tree (C&RT) analysis, was used to identify segments of the elderly population at highest risk for not receiving influenza vaccination. A methodologic review of C&RT and a comparison of its statistical properties to logistic regression were detailed; followed by a C&RT analysis that identified unique, mutually exclusive population segments whose members shared characteristics associated with likelihood of influenza vaccination receipt. Data from 57,553 participants aged 65 and over in the 1997 and 1999 Behavioral Risk Factor Surveillance Systems (BRFSS) were analyzed. The outcome of interest was receipt of an influenza vaccination in the previous year. Independent variables included socio-demographic characteristics, regular checkup, smoking, problem alcohol use and self-rated health. Prevalence of influenza vaccination was 66%. Eight subgroups were identified, with prevalence estimates ranging from 47.5% to 78.9%. Lowest estimates were observed those who did not have a recent checkup and non-Hispanic Blacks and Hispanics who did receive a recent checkup. The second approach involved examining county-level variation in the dissemination of influenza vaccination in the elderly from 1993 to 1999. A retrospective cohort was assembled from the 1993 and 1999 BRFSS, aggregated to the level of the county (n = 353). Independent variables were also obtained from the 1993 Area Resource File and the Public Health Workforce Enumeration project. Dissemination was defined as the difference between the 1993 and 1999 county-level prevalence rates. A two-stage Heckman selection model was generated. Average prevalence increased from 50% in 1993 to 68% in 1999. Positive predictors of dissemination included greater median per capita income, ratio of state public health workforce to population, dissemination of pneumonia vaccination, and percentage of total deaths from non-ischemic heart conditions and chronic lung conditions. Negative predictors were percentage of the population that was Black or other race, and baseline influenza vaccination prevalence. Results from both approaches indicate outreach efforts should increase targeting of under-served populations, and that community-based approaches should be expanded, as persons with less access to the medical care system are receiving vaccinations less.
机译:这项研究应用了两种新颖的方法来评估与流感疫苗接种相关的因素。第一种方法是分类和回归树(C&RT)分析,用于识别未接受流感疫苗接种风险最高的老年人群。详细介绍了C&RT的方法学综述及其与Logistic回归的统计特性的比较;然后进行C&RT分析,确定独特,相互排斥的人群,这些人群的成员具有与接种流感疫苗的可能性有关的特征。分析了来自1997年和1999年行为危险因素监视系统(BRFSS)中65岁及以上的57553名参与者的数据。感兴趣的结果是上一年收到了流感疫苗。自变量包括社会人口统计学特征,定期检查,吸烟,饮酒问题和自我评估的健康状况。流感疫苗接种率为66%。确定了八个亚组,患病率估计为47.5%至78.9%。估计值最低的是未接受近期检查的人,以及非西班牙裔黑人和西班牙裔人士最近接受过检查的人。第二种方法涉及检查从1993年到1999年县级老年人在接种流感疫苗方面的差异。从1993年和1999年的BRFSS收集了一个回顾性队列,汇总到县的水平(n = 353)。还从1993年地区资源文件和公共卫生人力列举项目中获得了自变量。传播的定义是1993年和1999年县级患病率之间的差异。生成了两阶段的Heckman选择模型。平均患病率从1993年的50%增加到1999年的68%。传播的积极预测因素包括人均收入中位数增加,州公共卫生工作人员与人口的比率增加,传播肺炎疫苗,以及非缺血性心脏病导致的总死亡百分比和慢性肺病。阴性预测因素是黑人或其他种族的人口百分比,以及基线流感疫苗接种率。两种方法的结果都表明,外联工作应增加对服务不足人群的针对性,并且应扩大基于社区的方法,因为难以获得医疗服务的人接受的疫苗接种较少。

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