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使用多数据源进行捕获-再捕获:估计糖尿病的患病率。

Capture-recapture using multiple data sources: estimating the prevalence of diabetes.

机构信息

Department of Preventive and Social Medicine, University of Otago, New Zealand.

出版信息

Aust N Z J Public Health. 2012 Jun;36(3):223-8. doi: 10.1111/j.1753-6405.2012.00868.x.

Abstract

OBJECTIVE

To examine the potential for using multiple list sources and capture-recapture methods for estimating the prevalence of diagnosed diabetes.

METHOD

A model-averaging procedure using an adjusted Akaike's Information Criterion (QAICc) was used to combine capture-recapture estimates from log-linear models obtained from simultaneously analysing four sources of data. The method was illustrated using four separate lists of patients with diabetes, resident in Otago, New Zealand.

RESULTS

Eighteen candidate models with a QAICc weight of more than 0.01 were obtained. A total of 5,716 individuals were enrolled on one or more of the four lists, of whom 379 (6.6%) appeared on all four lists and 1,670 (29.2%) appeared on one list only. The model-averaged estimate of the total number of people with diagnosed diabetes was 6,721 (95% CI: 6,097, 7,346). The age-standardised prevalence was 3.70% (95% CI: 3.36-4.04%) for the total population and 4.45% (95% CI: 4.03-4.86) for adults aged 15+ years.

CONCLUSIONS

Estimated diabetes prevalence was consistent with national survey results. Capture-recapture methods, combined with model averaging, are a cheap, efficient tool to estimate the prevalence of diagnosed diabetes.

IMPLICATIONS

This method provides a relatively easy way to estimate the prevalence of diagnosed diabetes using routinely collected diabetes information, thus providing the opportunity to monitor the diabetes epidemic and inform planning decisions and resource allocation.

摘要

目的

探讨使用多列表源和捕获-再捕获方法估计已诊断糖尿病患病率的可能性。

方法

使用调整后的 Akaike 信息准则(QAICc)的模型平均程序,结合从同时分析四个数据源的对数线性模型中获得的捕获-再捕获估计值。该方法使用新西兰奥塔哥的四个单独的糖尿病患者列表进行了说明。

结果

获得了 18 个 QAICc 权重超过 0.01 的候选模型。共有 5716 人在四个列表中的一个或多个列表上登记,其中 379 人(6.6%)出现在所有四个列表上,1670 人(29.2%)仅出现在一个列表上。诊断为糖尿病的总人数的模型平均估计值为 6721 人(95%CI:6097、7346)。标准化年龄患病率为总人口的 3.70%(95%CI:3.36-4.04%),15 岁及以上成年人的患病率为 4.45%(95%CI:4.03-4.86%)。

结论

估计的糖尿病患病率与全国调查结果一致。捕获-再捕获方法结合模型平均是一种经济高效的工具,可以估计已诊断糖尿病的患病率。

意义

这种方法提供了一种使用常规收集的糖尿病信息来估算已诊断糖尿病患病率的相对简单的方法,从而有机会监测糖尿病流行情况并为规划决策和资源分配提供信息。

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