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Estimation of and Confidence Interval Formation for Reliability Coefficients of Homogeneous Measurement Instruments 同质测量仪器可靠性系数的估计及置信区间的形成
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2012-01-01 DOI: 10.1027/1614-2241/A000036
Ken Kelley, Ying Cheng
The reliability of a composite score is a fundamental and important topic in the social and behavioral sciences. The most commonly used reliability estimate of a composite score is coefficient a. However, under regularity conditions, the population value of coefficient a is only a lower bound on the population reliability, unless the items are essentially s-equivalent, an assumption that is likely violated in most applications. A generalization of coefficient a, termed x, is discussed and generally recommended. Furthermore, a point estimate itself almost certainly differs from the population value. Therefore, it is important to provide confidence interval limits so as not to overinterpret the point estimate. Analytic and bootstrap methods are described in detail for confidence interval construction for x .W e go on to recommend the bias-corrected bootstrap approach for x and provide open source and freely available R functions via the MBESS package to implement the methods discussed.
综合分数的可靠性是社会和行为科学中一个基本而重要的课题。综合分数最常用的可靠性估计是系数a。然而,在规则条件下,系数a的总体值只是总体可靠性的下界,除非项目本质上是s等效的,这一假设在大多数应用中可能被违反。讨论并推荐系数A的一般化,称为x。此外,点估计值本身几乎肯定不同于总体值。因此,重要的是提供置信区间限制,以免过度解释点估计。详细描述了分析方法和自举方法用于x的置信区间构造。我们继续推荐x的偏差校正自举方法,并通过MBESS包提供开源和免费可用的R函数来实现所讨论的方法。
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引用次数: 35
Assessing Content Validity Through Correlation and Relevance Tools A Bayesian Randomized Equivalence Experiment 通过相关和关联工具评估内容效度:贝叶斯随机等效实验
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2012-01-01 DOI: 10.1027/1614-2241/A000040
B. Gajewski, Valorie Coffland, D. Boyle, M. Bott, L. Price, Jamie Leopold, N. Dunton
Content validity elicits expert opinion regarding items of a psychometric instrument. Expert opinion can be elicited in many forms: for example, how essential an item is or its relevancy to a domain. This study developed an alternative tool that elicits expert opinion regarding correlations between each item and its respective domain. With 109 Registered Nurse (RN) site coordinators from National Database of Nursing Quality Indicators, we implemented a randomized Bayesian equivalence trial with coordinators completing ''relevance'' or ''correlation'' content tools regarding the RN Job Enjoyment Scale. We confirmed our hypothesis that the two tools would result in equivalent content information. A Bayesian ordered analysis model supported the results, suggesting that evidence for traditional content validity indices can be justified using correlation arguments.
内容效度引出专家对心理测量工具项目的意见。专家意见可以以多种形式引出:例如,一个项目有多重要,或者它与一个领域的相关性。本研究开发了一种替代工具,可以引出关于每个项目与其各自领域之间相关性的专家意见。109名注册护士(RN)现场协调员来自国家护理质量指标数据库,我们实施了一项随机贝叶斯等效试验,协调员完成了关于注册护士工作享受量表的“相关性”或“相关性”内容工具。我们确认了我们的假设,即这两个工具将产生相同的内容信息。贝叶斯有序分析模型支持结果,表明传统内容效度指标的证据可以使用相关参数来证明。
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引用次数: 18
Exploiting Prior Information in Stochastic Knowledge Assessment 先验信息在随机知识评估中的应用
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2012-01-01 DOI: 10.1027/1614-2241/A000035
J. Heller, Claudia Repitsch
Various adaptive procedures for efficiently assessing the knowledge state of an individual have been developed within the theory of knowledge structures. These procedures set out to draw a detailed picture of an individual’s knowledge in a certain field by posing a minimal number of questions. While research so far mostly emphasized theoretical issues, the present paper focuses on an empirical evaluation of probabilistic assessment. It reports on simulation data showing that both efficiency and accuracy of the assessment exhibit considerable sensitivity to the choice of parameters and prior information as captured by the initial likelihood of the knowledge states. In order to deal with problems that arise from incorrect prior information, an extension of the probabilistic assessment is proposed. Systematic simulations provide evidence for the efficiency and robustness of the proposed extension, as well as its feasibility in terms of computational costs.
在知识结构理论中,各种有效评估个人知识状态的适应性程序已经发展起来。这些程序旨在通过提出最少数量的问题来详细描绘个人在某一领域的知识。迄今为止的研究大多侧重于理论问题,本文着重于对概率评估的实证评估。它对模拟数据的报告表明,评估的效率和准确性对参数的选择和由知识状态的初始似然捕获的先验信息都表现出相当大的敏感性。为了处理由于不正确的先验信息引起的问题,提出了一种扩展的概率评估方法。系统仿真结果证明了该方法的有效性和鲁棒性,以及在计算成本方面的可行性。
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引用次数: 12
The Impact of Controlling for Extreme Responding on Measurement Equivalence in Cross-Cultural Research 跨文化研究中极端反应控制对测量等值的影响
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2012-01-01 DOI: 10.1027/1614-2241/A000048
M. Morren, J. Gelissen, J. Vermunt
Prior research has shown that extreme response style can seriously bias responses to survey questions and that this response style may differ across culturally diverse groups. Consequently, cross-cultural differences in extreme responding may yield incomparable responses when not controlled for. To examine how extreme responding affects the cross-cultural comparability of survey responses, we propose and apply a multiple-group latent class approach where groups are compared on basis of the factor loadings, intercepts, and factor means in a Latent Class Factor Model. In this approach a latent factor measuring the response style is explicitly included as an explanation for group differences found in the data. Findings from two empirical applications that examine the cross-cultural comparability of measurements show that group differences in responding import inequivalence in measurements among groups. Controlling for the response style yields more equivalent measurements. This finding emphasizes the importa...
先前的研究表明,极端的反应方式会严重影响对调查问题的反应,而且这种反应方式在不同文化的群体中可能会有所不同。因此,如果不加以控制,极端反应的跨文化差异可能会产生无与伦比的反应。为了研究极端反应如何影响调查反应的跨文化可比性,我们提出并应用了一种多组潜在类别方法,其中根据潜在类别因素模型中的因素负荷、截点和因素均值对组进行比较。在这种方法中,测量反应风格的潜在因素被明确地包括在内,作为对数据中发现的群体差异的解释。两项实证应用检验了测量的跨文化可比性,结果表明,群体在应对群体间测量的进口不平等方面存在差异。控制响应样式会产生更多等效的测量结果。这一发现强调了……
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引用次数: 34
A Note on the Connection Between Knowledge Structures and Latent Class Models 关于知识结构与潜在类模型关系的注解
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2011-04-15 DOI: 10.1027/1614-2241/A000023
A. Ünlü
Schrepp (2005) points out and builds upon the connection between knowledge space theory (KST) and latent class analysis (LCA) to propose a method for constructing knowledge structures from data. Candidate knowledge structures are generated, they are considered as restricted latent class models and fitted to the data, and the BIC is used to choose among them. This article adds additional information about the relationship between KST and LCA. It gives a more comprehensive overview of the literature and the probabilistic models that are at the interface of KST and LCA. KST and LCA are also compared with regard to parameter estimation and model testing methodologies applied in their fields. This article concludes with an overview of KST-related publications addressing the outlined connection and presents further remarks about possible future research arising from a connection of KST to other latent variable modeling approaches.
Schrepp(2005)指出并建立了知识空间理论(KST)与潜在类分析(LCA)之间的联系,提出了一种从数据构建知识结构的方法。生成候选知识结构,将其视为受限潜在类模型并拟合到数据中,并使用BIC从候选知识结构中进行选择。本文添加了关于KST和LCA之间关系的附加信息。它给出了文献和概率模型的更全面的概述,是在KST和LCA的接口。还比较了KST和LCA在各自领域应用的参数估计和模型测试方法。本文最后概述了与KST相关的出版物,讨论了概述的联系,并对KST与其他潜在变量建模方法的联系可能引起的未来研究提出了进一步的评论。
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引用次数: 13
A simulation procedure for the generation of samples to evaluate goodness of fit indices in item response theory models. 项目反应理论模型中拟合优度指标样本生成的模拟程序。
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2011-04-15 DOI: 10.1027/1614-2241/A000022
Edixon J. Chacón, Jesús M Alvarado, C. Santisteban
The LISREL8.8/PRELIS2.81 program can carry out ordinal factorial analysis (OFA command), with full information maximum likelihood methods, in a data set containing n samples obtained by simulation. Nevertheless, when the replication number is greater than 1, an error command is produced, which impedes reaching solutions that can execute normal (NOR) and logistic (POM) functions. This paper proposes a new procedure of data simulation in PRELIS-LISREL. This procedure permits the generation of n replications and the calculation of the goodness of fit (GOF) indices in the item response theory (IRT) models for each replication, thus allowing the execution of the OFA command for Monte Carlo simulations. The solutions using underlying variable (weighted least squares (WLS) estimation method) and IRT approaches are compared.
LISREL8.8/PRELIS2.81程序可以对模拟得到的n个样本的数据集进行全信息最大似然法的有序析因分析(OFA)命令。但是,当复制数大于1时,将产生一个错误命令,从而妨碍找到可以执行正常(NOR)和逻辑(POM)功能的解决方案。本文提出了一种新的PRELIS-LISREL数据模拟程序。该程序允许生成n个重复,并为每个复制计算项目反应理论(IRT)模型中的拟合优度(GOF)指数,从而允许执行蒙特卡罗模拟的OFA命令。比较了底层变量加权最小二乘估计方法和IRT方法的求解结果。
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引用次数: 2
A Systematic Literature Review of the Applications of Q-Technique and Its Methodology q -技术及其方法论应用的系统文献综述
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2011-04-15 DOI: 10.1027/1614-2241/A000021
Fiona Dziopa, K. Ahern
Q-methodology is a technique incorporating the benefits of both qualitative and quantitative research. Q-method involves Q-sorting, a method of data collection and factor analysis, to assess subjective (qualitative) information. The use of Q-sorting and factor analysis has often resulted in the misconception that Q-methodology involves psychometric or quantitative assessment, although Q as a methodology actually enables the systematic assessment of qualitative data. Misconceptions regarding Q have resulted in a heterogeneous collection of Q-applications in the extant literature, which has obscured the fundamental principles of Q-methodology. The purpose of this paper is to present a systematic review of Q-based research to investigate the criteria researchers have used to develop Q-studies. Published research studies between January 2008 and December 2008 that employed Q-techniques and methodology were assessed. Data were extracted and synthesized through the development and use of the Assessment and Revi...
q -方法论是一种结合定性和定量研究优点的技术。q法包括q排序,一种数据收集和因素分析的方法,以评估主观(定性)信息。Q分类和因子分析的使用经常导致Q方法论涉及心理测量学或定量评估的误解,尽管Q作为一种方法论实际上能够对定性数据进行系统评估。关于Q的误解导致了现有文献中Q应用程序的异质集合,这模糊了Q方法论的基本原则。本文的目的是对基于q的研究进行系统回顾,以调查研究人员用于开发q研究的标准。对2008年1月至2008年12月期间发表的采用q技术和方法的研究进行了评估。通过开发和使用评估和修订程序提取和综合数据。
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引用次数: 205
Probability-Based and Measurement- Related Hypotheses With Full Restriction for Investigations by Means of Confirmatory Factor Analysis An Example From Cognitive Psychology 基于概率和测量的假设与充分约束的验证性因素分析研究——以认知心理学为例
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2011-01-01 DOI: 10.1027/1614-2241/A000033
K. Schweizer
Probability-based and measurement-related hypotheses for confirmatory factor analysis of repeated-measures data are investigated. Such hypotheses comprise precise assumptions concerning the relationships among the true components associated with the levels of the design or the items of the measure. Measurement-related hypotheses concentrate on the assumed processes, as, for example, transformation and memory processes, and represent treatment-dependent differences in processing. In contrast, probability-based hypotheses provide the opportunity to consider probabilities as outcome predictions that summarize the effects of various influences. The prediction of performance guided by inexact cues serves as an example. In the empirical part of this paper probability-based and measurement-related hypotheses are applied to working-memory data. Latent variables according to both hypotheses contribute to a good model fit. The best model fit is achieved for the model including latent variables that represented seri...
对重复测量数据的验证性因子分析的概率和测量相关假设进行了研究。这些假设包含了关于与设计水平或测量项目相关的真实成分之间关系的精确假设。与测量相关的假设集中在假设的过程上,例如,转换和记忆过程,并代表了处理中依赖于治疗的差异。相比之下,基于概率的假设提供了机会,将概率视为总结各种影响影响的结果预测。用不精确的线索来预测表现就是一个例子。在本文的实证部分,基于概率和测量相关的假设应用于工作记忆数据。根据两种假设的潜在变量有助于良好的模型拟合。对于包含潜在变量的模型,达到了最佳的模型拟合。
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引用次数: 2
Is It Really Robust 它真的健壮吗?
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2010-09-08 DOI: 10.1027/1614-2241/A000016
Emanuel Schmider, M. Ziegler, Erik Danay, Luzi Beyer, M. Bühner
Empirical evidence to the robustness of the analysis of variance (ANOVA) concerning violation of the normality assumption is presented by means of Monte Carlo methods. High-quality samples underlying normally, rectangularly, and exponentially distributed basic populations are created by drawing samples which consist of random numbers from respective generators, checking their goodness of fit, and allowing only the best 10% to take part in the investigation. A one-way fixed-effect design with three groups of 25 values each is chosen. Effect-sizes are implemented in the samples and varied over a broad range. Comparing the outcomes of the ANOVA calculations for the different types of distributions, gives reason to regard the ANOVA as robust. Both, the empirical type I error α and the empirical type II error β remain constant under violation. Moreover, regression analysis identifies the factor “type of distribution” as not significant in explanation of the ANOVA results.
通过蒙特卡罗方法给出了关于违反正态性假设的方差分析(ANOVA)的稳健性的经验证据。在正态分布、矩形分布和指数分布的基本人口基础上,通过从各自的生成器中绘制由随机数组成的样本,检查它们的拟合优度,并只允许最好的10%参加调查,来创建高质量的样本。选择单向固定效应设计,每组25个值。效应大小在样本中实现,并在很大范围内变化。比较不同类型分布的方差分析计算结果,给出理由认为方差分析是稳健的。经验I型误差α和经验II型误差β在违和下均保持恒定。此外,回归分析确定因子“分布类型”在解释ANOVA结果时不显着。
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引用次数: 815
Experimental Vignette Studies in Survey Research 调查研究中的实验小插曲研究
IF 3.1 3区 心理学 Q2 PSYCHOLOGY, MATHEMATICAL Pub Date : 2010-06-30 DOI: 10.1027/1614-2241/A000014
C. Atzmüller, Peter M Steiner
Vignette studies use short descriptions of situations or persons (vignettes) that are usually shown to respondents within surveys in order to elicit their judgments about these scenarios. By systematically varying the levels of theoretically important vignette characteristics a large population of different vignettes is typically available – too large to be presented to each respondent. Therefore, each respondent gets only a subset of vignettes. These subsets may either be randomly selected in following the tradition of the factorial survey or systematically selected according to an experimental design. We show that these strategies in selecting vignette sets have strong implications for the analysis and interpretation of vignette data. Random selection strategies result in a random confounding of effects and heavily rely on the assumption of no interaction effects. In contrast, experimental strategies systematically confound interaction effects with main or set effects, thereby preserving a meaningful in...
小插曲研究使用场景或人物的简短描述(小插曲),通常在调查中显示给受访者,以引出他们对这些场景的判断。通过系统地改变理论上重要的小插曲特征的水平,大量不同的小插曲通常是可用的-太大而无法呈现给每个受访者。因此,每个被调查者只能得到一个小插曲的子集。这些子集可以按照析因调查的传统随机选择,也可以根据实验设计系统选择。我们表明,这些策略在选择小插曲集有很强的影响小插曲数据的分析和解释。随机选择策略导致效应的随机混淆,并且严重依赖于没有相互作用效应的假设。相比之下,实验策略系统地将相互作用效应与主效应或集合效应混淆,从而保留了一个有意义的…
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引用次数: 655
期刊
Methodology: European Journal of Research Methods for The Behavioral and Social Sciences
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