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使用莫肯量表分析从小样本中识别有问题的项目特征

Identifying Problematic Item Characteristics With Small Samples Using Mokken Scale Analysis.

作者信息

Wind Stefanie A

机构信息

The University of Alabama, Tuscaloosa, AL, USA.

出版信息

Educ Psychol Meas. 2022 Aug;82(4):747-756. doi: 10.1177/00131644211045347. Epub 2021 Sep 13.

DOI:10.1177/00131644211045347
PMID:35754613
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9228692/
Abstract

Researchers frequently use Mokken scale analysis (MSA), which is a nonparametric approach to item response theory, when they have relatively small samples of examinees. Researchers have provided some guidance regarding the minimum sample size for applications of MSA under various conditions. However, these studies have not focused on item-level measurement problems, such as violations of monotonicity or invariant item ordering (IIO). Moreover, these studies have focused on problems that occur for a complete sample of examinees. The current study uses a simulation study to consider the sensitivity of MSA item analysis procedures to problematic item characteristics that occur within limited ranges of the latent variable. Results generally support the use of MSA with small samples ( around 100 examinees) as long as multiple indicators of item quality are considered.

摘要

当研究者拥有相对较少的受测者样本时,他们经常使用莫肯量表分析(MSA),这是一种项目反应理论的非参数方法。研究者针对各种条件下MSA应用的最小样本量提供了一些指导。然而,这些研究并未关注项目层面的测量问题,比如单调性的违背或项目顺序不变性(IIO)。此外,这些研究关注的是受测者完整样本中出现的问题。当前的研究采用模拟研究来考量MSA项目分析程序对潜在变量有限范围内出现的有问题项目特征的敏感性。结果总体上支持在考虑多个项目质量指标的情况下,对小样本(约100名受测者)使用MSA。

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本文引用的文献

1
What are the minimal sample size requirements for Mokken scaling? An empirical example with the Warwick- Edinburgh Mental Well-Being Scale.Mokken 量表分析的最小样本量要求是多少?以沃里克 - 爱丁堡心理健康量表为例的实证研究
Health Psychol Behav Med. 2018 Aug 8;6(1):203-213. doi: 10.1080/21642850.2018.1505520.
2
A Mokken scale analysis of the peer physical examination questionnaire.同伴体格检查问卷的莫肯量表分析
Chiropr Man Therap. 2018 Mar 1;26:6. doi: 10.1186/s12998-018-0176-0. eCollection 2018.
3
Dimensionality of the Chinese hospital anxiety depression scale in psychiatric outpatients: Mokken scale and factor analyses.中文医院焦虑抑郁量表在精神科门诊患者中的维度:Mokken 量表和因子分析。
Int J Psychiatry Clin Pract. 2017 Nov;21(4):283-291. doi: 10.1080/13651501.2017.1311350. Epub 2017 Apr 18.
4
Construct validity of the Depression and Somatic Symptoms Scale: evaluation by Mokken scale analysis.抑郁与躯体症状量表的结构效度:基于莫肯量表分析的评估
Neuropsychiatr Dis Treat. 2017 Jan 23;13:205-211. doi: 10.2147/NDT.S118825. eCollection 2017.
5
A tutorial on how to do a Mokken scale analysis on your test and questionnaire data.关于如何对你的测试和问卷数据进行莫肯量表分析的教程。
Br J Math Stat Psychol. 2017 Feb;70(1):137-158. doi: 10.1111/bmsp.12078. Epub 2016 Dec 13.
6
Analyzing psychopathology items: a case for nonparametric item response theory modeling.分析精神病理学项目:非参数项目反应理论建模的一个实例
Psychol Methods. 2004 Sep;9(3):354-68. doi: 10.1037/1082-989X.9.3.354.