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使用项目反应理论和逻辑回归对EQ-5D-5L中与年龄相关的项目差异功能进行的调查。

An Investigation of Age-Related Differential Item Functioning in the EQ-5D-5L Using Item Response Theory and Logistic Regression.

作者信息

Penton Hannah, Dayson Christopher, Hulme Claire, Young Tracey

机构信息

School of Health and Related Research, University of Sheffield, Sheffield, England, UK.

Centre for Regional Economic and Social Research, Sheffield Hallam University, Sheffield, England, UK.

出版信息

Value Health. 2022 Sep;25(9):1566-1574. doi: 10.1016/j.jval.2022.03.009. Epub 2022 Apr 27.

Abstract

OBJECTIVES

In economic evaluations, quality of life is measured using patient-reported outcome measures (PROMs), such as the EQ-5D-5L. A key assumption for the validity of PROMs data is measurement invariance, which requires that PROM items and response options are interpreted the same across respondents. If measurement invariance is violated, PROMs exhibit differential item functioning (DIF), whereby individuals from different groups with the same underlying health respond differently, potentially biasing scores. One important group of healthcare consumers who have been shown to have different views or priorities over health is older adults. This study investigates age-related DIF in the EQ-5D-5L using item response theory (IRT) and ordinal logistic regression approaches.

METHODS

Multiple-group IRT models were used to investigate DIF, by assessing whether older adults aged 65+ years and younger adults aged 18 to 64 years with the same underlying health had different IRT parameter estimates and expected item and EQ-5D-5L level sum scores. Ordinal logistic regression was also used to examine whether DIF resulted in meaningful differences in expected EQ level sum scores. Effect sizes examined whether DIF indicated meaningful score differences.

RESULTS

The anxiety/depression item exhibited meaningful DIF in both approaches, with older adults less likely to report problems. Pain/discomfort and mobility exhibited DIF to a lesser extent.

CONCLUSIONS

When using the EQ-5D-5L to evaluate interventions and make resource allocation decisions, scoring bias due to DIF should be controlled for to prevent inefficient service provision, where the most cost-effective services are not provided, which could be detrimental to patients and the efficiency of health budgets.

摘要

目的

在经济评估中,生活质量通过患者报告结局指标(PROMs)来衡量,如EQ-5D-5L。PROMs数据有效性的一个关键假设是测量不变性,这要求PROMs项目和回答选项在不同受访者之间具有相同的解释。如果违反了测量不变性,PROMs就会表现出项目功能差异(DIF),即具有相同潜在健康状况的不同组个体的回答不同,这可能会使分数产生偏差。老年人是一类重要的医疗保健消费者,已被证明对健康有不同的看法或优先事项。本研究使用项目反应理论(IRT)和有序逻辑回归方法调查EQ-5D-5L中与年龄相关的DIF。

方法

使用多组IRT模型来研究DIF,通过评估65岁及以上的老年人和18至64岁的年轻人在具有相同潜在健康状况时是否具有不同的IRT参数估计值以及预期的项目和EQ-5D-5L水平总分。还使用有序逻辑回归来检查DIF是否导致预期EQ水平总分出现有意义的差异。效应量检验DIF是否表明存在有意义的分数差异。

结果

焦虑/抑郁项目在两种方法中均表现出有意义的DIF,老年人报告问题的可能性较小。疼痛/不适和活动能力方面的DIF程度较小。

结论

在使用EQ-5D-5L评估干预措施并做出资源分配决策时,应控制因DIF导致的评分偏差,以防止提供低效服务,即未能提供最具成本效益的服务,这可能对患者和卫生预算效率不利。

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