Literature DB >> 34621514

rmcorrShiny: A web and standalone application for repeated measures correlation.

Laura R Marusich1, Jonathan Z Bakdash2,3.   

Abstract

We describe a web and standalone Shiny app for calculating the common, linear within-individual association for repeated assessments of paired measures with multiple individuals: repeated measures correlation (rmcorr). This tool makes rmcorr more widely accessible, providing a graphical interface for performing and visualizing the output of analysis with rmcorr. In contrast to rmcorr, most widely used correlation techniques assume paired data are independent. Incorrectly analyzing repeated measures data as independent will likely produce misleading results. Using aggregation or separate models to address the issue of independence may obscure meaningful patterns and will also tend to reduce statistical power. rmcorrShiny (repeated measures correlation Shiny) provides a simple and accessible solution for computing the repeated measures correlation. It is available at: https://lmarusich.shinyapps.io/shiny_rmcorr/. Copyright:
© 2021 Marusich LR and Bakdash JZ.

Entities:  

Keywords:  Shiny; correlation; multilevel modeling; regression; repeated measures; repeated measures correlation; statistics; within-participants

Mesh:

Year:  2021        PMID: 34621514      PMCID: PMC8456376.2          DOI: 10.12688/f1000research.55027.2

Source DB:  PubMed          Journal:  F1000Res        ISSN: 2046-1402


  11 in total

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Authors:  David L Gilden; Thomas L Thornton; Laura R Marusich
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6.  Effects of Information Availability on Command-and-Control Decision Making: Performance, Trust, and Situation Awareness.

Authors:  Laura R Marusich; Jonathan Z Bakdash; Emrah Onal; Michael S Yu; James Schaffer; John O'Donovan; Tobias Höllerer; Norbou Buchler; Cleotilde Gonzalez
Journal:  Hum Factors       Date:  2016-01-28       Impact factor: 2.888

7.  rmcorrShiny: A web and standalone application for repeated measures correlation.

Authors:  Laura R Marusich; Jonathan Z Bakdash
Journal:  F1000Res       Date:  2021-07-30

8.  The problem of pseudoreplication in neuroscientific studies: is it affecting your analysis?

Authors:  Stanley E Lazic
Journal:  BMC Neurosci       Date:  2010-01-14       Impact factor: 3.288

9.  Simpson's paradox in psychological science: a practical guide.

Authors:  Rogier A Kievit; Willem E Frankenhuis; Lourens J Waldorp; Denny Borsboom
Journal:  Front Psychol       Date:  2013-08-12

10.  Repeated Measures Correlation.

Authors:  Jonathan Z Bakdash; Laura R Marusich
Journal:  Front Psychol       Date:  2017-04-07
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  5 in total

1.  rmcorrShiny: A web and standalone application for repeated measures correlation.

Authors:  Laura R Marusich; Jonathan Z Bakdash
Journal:  F1000Res       Date:  2021-07-30

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  5 in total

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