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社会与行为科学中潜在增长曲线建模的当前实践:观察与建议。

The current practice of latent growth curve modeling in the social and behavioral sciences: Observations and Recommendations.

作者信息

Miller Matt L, Ferrer Emilio, Ghisletta Paolo

机构信息

Arizona State University, Tempe, AZ, Psychology Department.

University of California, Davis, Department of Psychology.

出版信息

Int J Behav Dev. 2025 Jul;49(4):389-397. doi: 10.1177/01650254241269723. Epub 2024 Aug 11.

Abstract

We examine recommendations for three key features of latent growth curve models in the structural equation modeling framework. As a basis for the discussion, we review current practice in the social and behavioral sciences literature as found in 441 reports published in the 19 months beginning in January 2019 and compare our findings to extant recommendations. We then provide suggestions for empirical researchers, reviewing the application of these very popular models, specifically focusing on comparison of alternative change models, time metric and interval features implemented, and the treatment of individually-varying time intervals.

摘要

我们研究了结构方程建模框架中潜在增长曲线模型三个关键特征的相关建议。作为讨论的基础,我们回顾了2019年1月开始的19个月内发表的441份报告中社会和行为科学文献的当前实践,并将我们的研究结果与现有建议进行比较。然后,我们为实证研究人员提供建议,回顾这些非常流行的模型的应用,特别关注替代变化模型的比较、所实施的时间度量和间隔特征,以及个体变化时间间隔的处理。

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本文引用的文献

1
Connecting Theory to Methods in Longitudinal Research.将理论与纵向研究方法联系起来。
Perspect Psychol Sci. 2022 May;17(3):884-894. doi: 10.1177/17456916211008407. Epub 2021 Nov 5.
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The Role of Time in the Quest for Understanding Psychological Mechanisms.时间在探索心理机制中的作用。
Multivariate Behav Res. 2018 Nov-Dec;53(6):782-805. doi: 10.1080/00273171.2018.1496813. Epub 2019 Jan 22.
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Have Multilevel Models Been Structural Equation Models All Along?多层模型一直以来都是结构方程模型吗?
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