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运用项目反应理论分析健康相关生活质量与健康风险因素之间的关系。

Using item response theory to analyze the relationship between health-related quality of life and health risk factors.

作者信息

Jiang Yongwen, Hesser Jana Earl

机构信息

Center for Health Data and Analysis, Rhode Island Department of Health, 3 Capitol Hill, Providence, RI 02908, USA.

出版信息

Prev Chronic Dis. 2009 Jan;6(1):A30. Epub 2008 Dec 15.

Abstract

Many researchers have presented results of the relationships between health-related quality of life (HRQOL) indicators (outcomes) and health risk factors using either linear or logistic regression modeling. We combined the results of multiple HRQOL models by using item response theory (IRT) to assess the association between multiple correlated HRQOL indicators and multiple demographic and health risk variables as predictors. The data source for the study was Rhode Island's 2004 Behavioral Risk Factor Surveillance System, which had a sample of 3,999 adults aged 18 years or older. We developed a single model for overall HRQOL by using IRT to assess the association between HRQOL indicators and multiple demographic and health risk variables as predictors. The strongest predictors for overall poor HRQOL were lower income, inability to work, unemployment, smoking, lack of exercise, asthma, obesity, and disability. IRT may serve as a solution for modeling multiple correlated outcomes in epidemiology. Application of IRT to epidemiologic data can help identify at-risk subgroups for targeted interventions.

摘要

许多研究人员使用线性或逻辑回归模型呈现了健康相关生活质量(HRQOL)指标(结果)与健康风险因素之间关系的研究结果。我们运用项目反应理论(IRT)合并了多个HRQOL模型的结果,以评估多个相关HRQOL指标与作为预测因子的多个人口统计学和健康风险变量之间的关联。该研究的数据来源是罗德岛2004年行为风险因素监测系统,样本为3999名18岁及以上的成年人。我们通过使用IRT开发了一个整体HRQOL的单一模型,以评估HRQOL指标与作为预测因子的多个人口统计学和健康风险变量之间的关联。整体HRQOL较差的最强预测因素是收入较低、无法工作、失业、吸烟、缺乏运动、哮喘、肥胖和残疾。IRT可作为在流行病学中对多个相关结果进行建模的一种解决方案。将IRT应用于流行病学数据有助于识别有针对性干预的高危亚组。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f44c/2644583/6aff7e788ffc/PCD61A30s01.jpg

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