在IRTree模型中的项目特定因素:它们何时重要,何时不重要
Thorsten Meiser1, Fabiola Reiber2
1Department of Psychology, School of Social Sciences, University of Mannheim, 68131, Mannheim, Germany. t.meiser@uni-mannheim.de.
Psychometrika
|June 16, 2023
概括
项目特定因素可以扭曲IRTree模型中的结构参数. 研究人员认为,这些效应可能不适用于广泛,并建议以理论为导向的模型规范,以防止误解.
科学领域:
- 心理测量 心理测量 心理测量
- 教育测量教育的测量
- 统计建模 统计建模
背景情况:
- 项目特定因素可以在项目响应理论 (IRT) 模型中引入虚假效应,特别是那些嵌套响应过程的模型.
- 卢等人. 在此之前. (2023) 突出了这些影响在IRTree模型中的结构参数.
研究的目的:
- 在IRTree模型中检查项目特定因子效应的边界条件.
- 调查个人选择对项目参数的影响是否与项目特定因素独一无二.
- 评估Lyu等人的概括性. "的研究结果用于更广泛的IRTree模型家族.
主要方法:
- 理论讨论和论证. 理论讨论和论证.
- 对IRTree模型的边界条件的分析.
- 对Lyu等人进行比较分析. "的发现与一般的IRTree模型属性.
主要成果:
- 人的选择对项目参数的影响不仅仅归因于项目特定的因素.
- 由Lyu等人证明的特定效应. 可能不适用于所有IRTree模型.
- 项目特定因素的影响取决于特定的模型条件.
结论:
- 在IRTree模型规范中,应该优先考虑理论考虑,而不是数据驱动的方法.
- 坚持理论指导可以防止对IRTree分析中的参数差异的误解.
- 仔细的模型规范对于准确的结构参数估计至关重要.
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