Generalized Mantel-Haenszel Estimators for Simultaneous Differential Item Functioning Tests.

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS
ACS Applied Bio Materials Pub Date : 2023-10-01 Epub Date: 2022-10-15 DOI:10.1177/00131644221128341
Ivy Liu, Thomas Suesse, Samuel Harvey, Peter Yongqi Gu, Daniel Fernández, John Randal
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引用次数: 0

Abstract

The Mantel-Haenszel estimator is one of the most popular techniques for measuring differential item functioning (DIF). A generalization of this estimator is applied to the context of DIF to compare items by taking the covariance of odds ratio estimators between dependent items into account. Unlike the Item Response Theory, the method does not rely on the local item independence assumption which is likely to be violated when one item provides clues about the answer of another item. Furthermore, we use these (co)variance estimators to construct a hypothesis test to assess DIF for multiple items simultaneously. A simulation study is presented to assess the performance of several tests. Finally, the use of these DIF tests is illustrated via application to two real data sets.

同时微分项函数检验的广义Mantel-Haenszel估计。
Mantel-Haenszel估计量是测量差异项目功能(DIF)的最流行的技术之一。该估计量的推广应用于DIF的上下文,通过考虑依赖项目之间的比值比估计量的协方差来比较项目。与项目反应理论不同,该方法不依赖于局部项目独立性假设,当一个项目提供关于另一个项目答案的线索时,这一假设可能会被违反。此外,我们使用这些(协)方差估计量来构建假设检验,以同时评估多个项目的DIF。为了评估几个测试的性能,进行了模拟研究。最后,通过对两个真实数据集的应用,说明了这些DIF测试的使用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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