Search Results - "Sterba, Sonya"
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Quantifying Explained Variance in Multilevel Models: An Integrative Framework for Defining R-Squared Measures
Published in Psychological methods (01-06-2019)“…Researchers often mention the utility and need for R-squared measures of explained variance for multilevel models (MLMs). Although this topic has been…”
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Fitting Nonlinear Latent Growth Curve Models With Individually Varying Time Points
Published in Structural equation modeling (02-10-2014)“…Individual growth trajectories of psychological phenomena are often theorized to be nonlinear. Additionally, individuals' measurement schedules might be…”
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r2mlm: An R package calculating R-squared measures for multilevel models
Published in Behavior research methods (01-06-2023)“…Multilevel models are used ubiquitously in the social and behavioral sciences and effect sizes are critical for contextualizing results. A general framework of…”
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Partially nested designs in psychotherapy trials: A review of modeling developments
Published in Psychotherapy research (04-07-2017)“…Objective: Individually-randomized psychotherapy trials are often partially nested. For instance, individuals assigned to a treatment arm may be clustered into…”
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New Recommendations on the Use of R-Squared Differences in Multilevel Model Comparisons
Published in Multivariate behavioral research (03-07-2020)“…When comparing multilevel models (MLMs) differing in fixed and/or random effects, researchers have had continuing interest in using R-squared differences to…”
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Understanding Linkages Among Mixture Models
Published in Multivariate behavioral research (01-11-2013)“…The methodological literature on mixture modeling has rapidly expanded in the past 15 years, and mixture models are increasingly applied in practice…”
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Problems with Rationales for Parceling that Fail to Consider Parcel-Allocation Variability
Published in Multivariate behavioral research (04-03-2019)“…In structural equation modeling applications, parcels-averages or sums of subsets of item scores-are often used as indicators of latent constructs…”
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Cautions on the Use of Multiple Imputation When Selecting Between Latent Categorical versus Continuous Models for Psychological Constructs
Published in Journal of clinical child and adolescent psychology (03-03-2016)“…Clinical psychology researchers studying adolescents and young adults long have been interested in characterizing the latent categorical (classes/profiles)…”
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Closing the Word-Problem Achievement Gap in First Grade: Schema-Based Word-Problem Intervention with Embedded Language Comprehension Instruction
Published in Journal of educational psychology (01-01-2021)“…The main purpose of this study was to test the effects of word-problem (WP) intervention, with versus without embedded language comprehension (LC) instruction,…”
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Building Word-Problem Solving and Working Memory Capacity: A Randomized Controlled Trial Comparing Three Intervention Approaches
Published in Journal of educational psychology (01-10-2022)“…This study's purpose was to investigate effects of 3 intervention approaches for building working memory (WM) and improving word-problem solving (WPS)…”
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R-squared Measures for Multilevel Models with Three or More Levels
Published in Multivariate behavioral research (04-03-2023)“…Applications of multilevel models (MLMs) with three or more levels have increased alongside expanding software capability and dataset availability. Though…”
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On the Common but Problematic Specification of Conflated Random Slopes in Multilevel Models
Published in Multivariate behavioral research (02-11-2023)“…For multilevel models (MLMs) with fixed slopes, it has been widely recognized that a level-1 variable can have distinct between-cluster and within-cluster…”
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Pattern Mixture Models for Quantifying Missing Data Uncertainty in Longitudinal Invariance Testing
Published in Structural equation modeling (04-03-2017)“…Many psychology applications assess measurement invariance of a construct (e.g., depression) over time. These applications are often characterized by few time…”
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Fitting Multilevel Models with Ordinal Outcomes: Performance of Alternative Specifications and Methods of Estimation
Published in Psychological methods (01-12-2011)“…Previous research has compared methods of estimation for fitting multilevel models to binary data, but there are reasons to believe that the results will not…”
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Matching method with theory in person-oriented developmental psychopathology research
Published in Development and psychopathology (01-05-2010)“…The person-oriented approach seeks to match theories and methods that portray development as a holistic, highly interactional, and individualized process. Over…”
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R-squared Measures for Multilevel Mixture Models with Random Effects
Published in Structural equation modeling (04-07-2022)“…Multilevel regression mixtures involving both discrete latent classes and continuous random effects are an increasingly popular approach for accommodating…”
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Aptitude-by-Treatment Interactions in Research on Educational Interventions
Published in Exceptional children (01-01-2019)“…A common theme uniting articles in this special issue is a focus on aptitude-by-treatment interactions (ATIs). This timely and welcome focus allows the field…”
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Effect size measures for longitudinal growth analyses: Extending a framework of multilevel model R‐squareds to accommodate heteroscedasticity, autocorrelation, nonlinearity, and alternative centering strategies
Published in New directions for child and adolescent development (01-01-2021)“…Developmental researchers commonly utilize multilevel models (MLMs) to describe and predict individual differences in change over time. In such growth model…”
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Effects of Parceling on Model Selection: Parcel-Allocation Variability in Model Ranking
Published in Psychological methods (01-03-2017)“…Research interest often lies in comparing structural model specifications implying different relationships among latent factors. In this context parceling is…”
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Transfer Between Reading Comprehension and Word-Problem Solving Among Children With Learning Difficulty in Both Domains
Published in Journal of educational psychology (01-10-2024)“…Reading comprehension (RC) and word-problem solving (WPS) both involve text processing. Yet, despite evidence that RC text-structure intervention (RC.INT)…”
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