Literature DB >> 15388912

A comparison of the general linear mixed model and repeated measures ANOVA using a dataset with multiple missing data points.

Charlene Krueger1, Lili Tian.   

Abstract

Longitudinal methods are the methods of choice for researchers who view their phenomena of interest as dynamic. Although statistical methods have remained largely fixed in a linear view of biology and behavior, more recent methods, such as the general linear mixed model (mixed model), can be used to analyze dynamic phenomena that are often of interest to nurses. Two strengths of the mixed model are (1) the ability to accommodate missing data points often encountered in longitudinal datasets and (2) the ability to model nonlinear, individual characteristics. The purpose of this article is to demonstrate the advantages of using the mixed model for analyzing nonlinear, longitudinal datasets with multiple missing data points by comparing the mixed model to the widely used repeated measures ANOVA using an experimental set of data. The decision-making steps in analyzing the data using both the mixed model and the repeated measures ANOVA are described. Copyright 2004 Sage Publications

Mesh:

Year:  2004        PMID: 15388912     DOI: 10.1177/1099800404267682

Source DB:  PubMed          Journal:  Biol Res Nurs        ISSN: 1099-8004            Impact factor:   2.522


  128 in total

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Authors:  Peng Zhang; Julius M Guccione; Susan I Nicholas; Joseph C Walker; Philip C Crawford; Amin Shamal; Gabriel Acevedo-Bolton; Michael A Guttman; Cengizhan Ozturk; Elliot R McVeigh; David A Saloner; Arthur W Wallace; Mark B Ratcliffe
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4.  Post-hatch heat warms adult beaks: irreversible physiological plasticity in Japanese quail.

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7.  Randomized Trial to Reduce Air Particle Levels in Homes of Smokers and Children.

Authors:  Suzanne C Hughes; John Bellettiere; Benjamin Nguyen; Sandy Liles; Neil E Klepeis; Penelope J E Quintana; Vincent Berardi; Saori Obayashi; Savannah Bradley; C Richard Hofstetter; Melbourne F Hovell
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8.  Dor procedure for dyskinetic anteroapical myocardial infarction fails to improve contractility in the border zone.

Authors:  Kay Sun; Zhihong Zhang; Takamaro Suzuki; Jonathan F Wenk; Nielen Stander; Daniel R Einstein; David A Saloner; Arthur W Wallace; Julius M Guccione; Mark B Ratcliffe
Journal:  J Thorac Cardiovasc Surg       Date:  2010-03-17       Impact factor: 5.209

9.  Predictors of treatment response to an adjunctive emotion regulation group therapy for deliberate self-harm among women with borderline personality disorder.

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Journal:  Personal Disord       Date:  2014-01

10.  Piecewise nonlinear mixed-effects models for modeling cardiac function and assessing treatment effects.

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Journal:  Comput Methods Programs Biomed       Date:  2012-12-17       Impact factor: 5.428

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