动态结构方程建模与地板效应
Bengt Muthén1, Tihomir Asparouhov1, Saul Shiffman2
1Mplus.
Psychological methods
|January 6, 2025
概括
本研究涉及心理数据分析中的底层效应. 两部分建模提供了一个解决方案,以避免误导标准方法的结果,提供一个更准确的分析结果与许多最低值.
科学领域:
- 心理学 心理学 心理学
- 统计 统计 统计 统计
- 健康科学 卫生科学 卫生科学
背景情况:
- 在心理学中,密集的纵向数据分析经常会遇到具有强烈地板效应的结果.
- 在标准分析中忽视地板效应可能会导致误导性结果,因为违反了建模假设.
研究的目的:
- 引入两部分建模作为一种方法,以解决密集的纵向数据中的地板效应.
- 为了证明两部分建模如何与传统方法相比可以提供更准确和更详细的见解.
主要方法:
- 该研究提出并说明了两部分建模,用于处理具有显著地板效应的结果.
- 用一个戒烟的例子来演示分析技术.
主要成果:
- 两部分建模可以绕过忽视地板效应所造成的偏差效应.
- 这种方法允许对在地板上或在地板上方的共同变量效应进行差异化检查.
结论:
- 两部分建模是一种有价值的技术,用于分析密集的纵向数据与地板效应.
- 它提高了统计推断的精度和这些数据中的共变量关系的可解释性.
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