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精力、疲劳,还是两者皆有?一种用于活力概念化与测量的双因素建模方法。

Energy, fatigue, or both? A bifactor modeling approach to the conceptualization and measurement of vitality.

作者信息

Deng Nina, Guyer Rick, Ware John E

机构信息

Quantitative Health Sciences Department, University of Massachusetts Medical School, Worcester, MA, 01655, USA,

出版信息

Qual Life Res. 2015 Jan;24(1):81-93. doi: 10.1007/s11136-014-0839-9. Epub 2014 Nov 2.

Abstract

PURPOSE

Vitality is an important domain reflecting both the physical and emotional components of health-related quality of life. Because of its complexity, it has been defined and measured both broadly and narrowly. We explored the dimensionality of a very comprehensive item bank hypothesized to measure vitality and its related concepts.

METHODS

Secondary analyses were conducted using the responses of 1,343 adults representative of the US general population to Internet-based surveys including 42 items compiled from multiple scales (e.g., SF-36 Vitality, PROMIS-Fatigue), covering a broad range of vitality-related content areas (energy, fatigue, and their interference with physical, mental, social activities, and quality of life). Exploratory and confirmatory factor models were evaluated independently using split-half samples. Bifactor model was used to assess the essential unidimensionality of the items, in comparison with traditional unidimensional, multidimensional, and hierarchical models. Method effects of a common scale or phrase were modeled via correlating errors.

RESULTS

The exploratory factor analysis identified one dominant factor. The confirmatory factor analysis identified a best-fitting (CFI = 0.964, RMSEA = 0.084) bifactor model with one general (vitality) and two group (energy and fatigue) factors, explaining 69, 3, and 4 % of total variance. Correlating errors accounting for the method effects were important in identifying the substantive dimensionality of the items.

CONCLUSIONS

The bifactor model proved to be useful for evaluating the dimensionality of a complex construct. Results supported conceptualizing and measuring vitality as a unidimensional energy-fatigue construct. We encourage future studies comparing practical implications of measures based on the broader and narrower conceptualizations of vitality.

摘要

目的

活力是反映健康相关生活质量的身体和情感成分的一个重要领域。由于其复杂性,对其定义和测量既有宽泛的也有狭义的。我们探讨了一个假设用于测量活力及其相关概念的非常全面的项目库的维度。

方法

使用1343名代表美国普通人群的成年人对基于互联网的调查的回答进行二次分析,这些调查包括从多个量表(如SF-36活力量表、患者报告结果测量信息系统-疲劳量表)中编制的42个项目,涵盖了广泛的与活力相关的内容领域(能量、疲劳及其对身体、心理、社会活动和生活质量的干扰)。探索性和验证性因子模型使用对半样本独立评估。与传统的单维、多维和层次模型相比,双因子模型用于评估项目的本质单维性。通过关联误差对共同量表或短语的方法效应进行建模。

结果

探索性因子分析确定了一个主导因子。验证性因子分析确定了一个最佳拟合(CFI = 0.964,RMSEA = 0.084)的双因子模型,该模型有一个一般(活力)因子和两个组(能量和疲劳)因子,分别解释总方差的69%、3%和4%。考虑方法效应的关联误差在确定项目的实质维度方面很重要。

结论

双因子模型被证明对评估复杂结构的维度很有用。结果支持将活力概念化为并测量为一个单维的能量-疲劳结构。我们鼓励未来的研究比较基于活力更宽泛和更狭义概念化的测量方法的实际意义。

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