Literature DB >> 24533782

Regression models and effect size measures for single case designs.

Hariharan Swaminathan1, H Jane Rogers, Robert H Horner, George Sugai, Keith Smolkowski.   

Abstract

A regression modelling approach for the analysis of single case designs (SCDs) is described in this paper. The approach presented addresses two key issues in the analysis of SCDs. The first issue is that of serial dependence among the observations in SCDs. The second issue is that of an effect size measure appropriate for SCDs. As with traditional between-subjects experimental designs, effect size measures are critical in assessing the impact of interventions in SCDs. Although effect size measures when there is level change without trend are straightforward to obtain and have been well studied, the situation is different when there are changes in both level and trend. An effect size measure that combines changes in levels and slopes and that is comparable to the d-type effect size measure obtained in between-subjects designs is presented. Finally, an inferential procedure for assessing the effect of the intervention based on the effect size measure is provided and illustrated.

Keywords:  Autocorrelation; Effect size; Generalised least Squares Estimators; Regression models; Single case designs

Mesh:

Year:  2014        PMID: 24533782     DOI: 10.1080/09602011.2014.887586

Source DB:  PubMed          Journal:  Neuropsychol Rehabil        ISSN: 0960-2011            Impact factor:   2.868


  4 in total

1.  Statistical analysis in Small-N Designs: using linear mixed-effects modeling for evaluating intervention effectiveness.

Authors:  Robert W Wiley; Brenda Rapp
Journal:  Aphasiology       Date:  2018-03-21       Impact factor: 2.773

2.  A Priori Justification for Effect Measures in Single-Case Experimental Designs.

Authors:  Rumen Manolov; Mariola Moeyaert; Joelle E Fingerhut
Journal:  Perspect Behav Sci       Date:  2021-03-25

3.  Cognitive Strategy Training in Childhood-Onset Movement Disorders: Replication Across Therapists.

Authors:  Hortensia Gimeno; Helene J Polatajko; Jean-Pierre Lin; Victoria Cornelius; Richard G Brown
Journal:  Front Pediatr       Date:  2021-01-21       Impact factor: 3.418

4.  Cognitive approach to rehabilitation in children with hyperkinetic movement disorders post-DBS.

Authors:  Hortensia Gimeno; Richard G Brown; Jean-Pierre Lin; Victoria Cornelius; Helene J Polatajko
Journal:  Neurology       Date:  2019-02-22       Impact factor: 9.910

  4 in total

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