• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

多级数据的组合信度:关乎观测分数与构念意义。

Composite reliability of multilevel data: It's about observed scores and construct meanings.

作者信息

Lai Mark H C

机构信息

Department of Psychology.

出版信息

Psychol Methods. 2021 Feb;26(1):90-102. doi: 10.1037/met0000287. Epub 2020 Jul 16.

DOI:10.1037/met0000287
PMID:32673041
Abstract

This article shows how the concept of reliability of composite scores, as defined in classical test theory, can be extended to the context of multilevel modeling. In particular, it discusses the contributions and limitations of the various level-specific reliability indices proposed by Geldhof, Preacher, and Zyphur (2014), denoted as ω̃ and ω̃ (and also α̃ and α̃). One major limitation of those indices is that they are quantities for latent, unobserved level-specific composite scores, and are not suitable for observed composites at different levels. As illustrated using simulated data in this article, ω̃ can drastically overestimate the true reliability of between-level composite scores (i.e., observed cluster means). Another limitation is that the development of those indices did not consider the recent conceptual development on construct meanings in multilevel modeling (Stapleton & Johnson, 2019; Stapleton, Yang, & Hancock, 2016). To address the second limitation, this article defines reliability indices (ω, ω, ω, α, α, α) for three types of multilevel observed composite scores measuring various multilevel constructs: individual, configural, shared, and within-cluster. The article also shows how researchers can obtain sample point and interval estimates using the derived formulas and the provided R and Mplus code. In addition, a large-scale national data set was used to illustrate the proposed methods for estimating reliability for the three types of multilevel composite scores, and practical recommendations on when different indices should be reported are provided. (PsycInfo Database Record (c) 2021 APA, all rights reserved).

摘要

本文展示了经典测试理论中定义的综合分数可靠性概念如何扩展到多层次建模的背景中。具体而言,它讨论了Geldhof、Preacher和Zyphur(2014年)提出的各种特定层次可靠性指标(表示为ω̃和ω̃,以及α̃和α̃)的贡献和局限性。这些指标的一个主要局限性在于,它们是针对潜在的、未观察到的特定层次综合分数的量,不适用于不同层次的观察到的综合分数。如本文使用模拟数据所示,ω̃可能会大幅高估层次间综合分数(即观察到的聚类均值)的真实可靠性。另一个局限性是,这些指标的开发没有考虑多层次建模中关于构念意义的最新概念发展(Stapleton & Johnson,2019年;Stapleton、Yang和Hancock,2016年)。为了解决第二个局限性,本文为测量各种多层次构念的三种多层次观察到的综合分数定义了可靠性指标(ω、ω、ω、α、α、α):个体、构型、共享和聚类内。本文还展示了研究人员如何使用推导公式以及提供的R和Mplus代码获得样本点估计和区间估计。此外,使用了一个大规模的国家数据集来说明为三种多层次综合分数估计可靠性的建议方法,并提供了关于何时应报告不同指标的实用建议。(PsycInfo数据库记录(c)2021年美国心理学会,保留所有权利)

相似文献

1
Composite reliability of multilevel data: It's about observed scores and construct meanings.多级数据的组合信度:关乎观测分数与构念意义。
Psychol Methods. 2021 Feb;26(1):90-102. doi: 10.1037/met0000287. Epub 2020 Jul 16.
2
Autoregressive mediation models using composite scores and latent variables: Comparisons and recommendations.使用综合评分和潜在变量的自回归中介模型:比较与建议。
Psychol Methods. 2020 Aug;25(4):472-495. doi: 10.1037/met0000251. Epub 2020 Apr 9.
3
A tutorial on the meta-analytic structural equation modeling of reliability coefficients.可靠性系数的元分析结构方程建模教程。
Psychol Methods. 2020 Dec;25(6):747-775. doi: 10.1037/met0000261. Epub 2020 Mar 5.
4
Reliability estimation in a multilevel confirmatory factor analysis framework.多层次验证性因素分析框架中的可靠性估计。
Psychol Methods. 2014 Mar;19(1):72-91. doi: 10.1037/a0032138. Epub 2013 May 6.
5
Reliability from α to ω: A tutorial.从 α 到 ω 的可靠性:教程。
Psychol Assess. 2019 Dec;31(12):1395-1411. doi: 10.1037/pas0000754. Epub 2019 Aug 5.
6
Measurement error and person-specific reliability in multilevel autoregressive modeling.多层次自回归模型中的测量误差和个体可靠性。
Psychol Methods. 2019 Feb;24(1):70-91. doi: 10.1037/met0000188. Epub 2018 Sep 6.
7
The accuracy of reliability coefficients: A reanalysis of existing simulations.可靠性系数的准确性:对现有模拟的重新分析。
Psychol Methods. 2024 Apr;29(2):331-349. doi: 10.1037/met0000475. Epub 2022 Jan 27.
8
Using generalizability theory with continuous latent response variables.使用具有连续潜在反应变量的可推广性理论。
Psychol Methods. 2019 Apr;24(2):153-178. doi: 10.1037/met0000177. Epub 2018 Aug 6.
9
A causal theory of error scores.错误分数的因果理论。
Psychol Methods. 2024 Aug;29(4):807-826. doi: 10.1037/met0000521. Epub 2022 Jul 25.
10
A cautionary note on the finite sample behavior of maximal reliability.关于极大可靠性的有限样本行为的警示。
Psychol Methods. 2019 Apr;24(2):236-252. doi: 10.1037/met0000176. Epub 2018 Aug 23.

引用本文的文献

1
The impact of the psychodynamic model of depressive symptoms, psychological resilience, and egoism on the well-being among college students: a hybrid three-stage Fuzzy Delphi and structural equation modeling methodology.抑郁症状的心理动力学模型、心理韧性和利己主义对大学生幸福感的影响:一种混合三阶段模糊德尔菲法和结构方程建模方法
Front Psychol. 2025 Aug 19;16:1603443. doi: 10.3389/fpsyg.2025.1603443. eCollection 2025.
2
Through their eyes: Understanding the immediate and cumulative impact of vicarious discrimination on adolescents' socioemotional and cognitive-affective reactions.透过他们的视角:理解替代性歧视对青少年社会情感和认知情感反应的即时及累积影响。
Dev Psychol. 2025 May 5. doi: 10.1037/dev0001979.
3
Emotion dynamics prospectively predict depressive symptoms in adolescents: findings from intensive longitudinal data.
情绪动态前瞻性预测青少年抑郁症状:来自密集纵向数据的发现
BMC Psychol. 2025 Apr 15;13(1):386. doi: 10.1186/s40359-025-02699-9.
4
Autonomic Inertia as a Proximal Risk Marker for Moments of Perseverative Cognition in Everyday Life in Remitted Depression.自主神经惰性作为缓解期抑郁症患者日常生活中持续性认知时刻的近端风险标志物。
Depress Anxiety. 2024 Dec 23;2024:9193159. doi: 10.1155/da/9193159. eCollection 2024.
5
Frailty and loneliness among community-dwelling older adults: examining reciprocal associations within a measurement burst design.社区居住老年人的衰弱与孤独:在测量突发设计中检验相互关联
BMC Geriatr. 2025 Mar 1;25(1):139. doi: 10.1186/s12877-025-05808-w.
6
Heterogeneity in Temporal Dynamics of Pain and Affect Among Individuals With Chronic Back Pain and Associations With Risk for Future Opioid-Related Problems.慢性背痛患者疼痛与情感的时间动态异质性及其与未来阿片类药物相关问题风险的关联。
Clin Psychol Sci. 2024 Jul;12(4):706-720. doi: 10.1177/21677026231196121. Epub 2023 Sep 24.
7
The Effects of Multifaceted Introversion and Sensory Processing Sensitivity on Solitude-Seeking Behavior.多元内向性和感官加工敏感性对寻求独处行为的影响。
J Pers. 2025 Feb;93(1):51-66. doi: 10.1111/jopy.12970. Epub 2024 Aug 17.
8
Misremembering Solitude: The Role of Personality and Cultural Self-Concepts in Shaping Discrepancies Between Recalled and Concurrent Affect in Solitude.错忆孤独:人格与文化自我概念在塑造孤独时回忆情感与当下情感差异中的作用
J Pers. 2025 Feb;93(1):174-192. doi: 10.1111/jopy.12971. Epub 2024 Aug 16.
9
Assessing and accounting for measurement in intensive longitudinal studies: current practices, considerations, and avenues for improvement.评估和解释密集纵向研究中的测量:当前实践、考虑因素和改进途径。
Qual Life Res. 2024 Aug;33(8):2107-2118. doi: 10.1007/s11136-024-03678-0. Epub 2024 Jun 13.
10
An Internal Consistency Reliability Study of the Catalyst Datafinch Applied Behavior Analysis Data Collection Application With Autistic Individuals.针对自闭症个体的Catalyst Datafinch应用行为分析数据收集应用程序的内部一致性信度研究。
Cureus. 2024 Apr 16;16(4):e58379. doi: 10.7759/cureus.58379. eCollection 2024 Apr.