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Confidence Intervals for fMRI Activation Maps

Neuroimaging activation maps typically color voxels to indicate whether the blood oxygen level-dependent (BOLD) signals measured among two or more experimental conditions differ significantly at that location. This data presentation, however, omits information critical for interpretation of experime...

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Detalles Bibliográficos
Autores principales: Engel, Stephen A., Burton, Philip C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3846673/
https://www.ncbi.nlm.nih.gov/pubmed/24312661
http://dx.doi.org/10.1371/journal.pone.0082419
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author Engel, Stephen A.
Burton, Philip C.
author_facet Engel, Stephen A.
Burton, Philip C.
author_sort Engel, Stephen A.
collection PubMed
description Neuroimaging activation maps typically color voxels to indicate whether the blood oxygen level-dependent (BOLD) signals measured among two or more experimental conditions differ significantly at that location. This data presentation, however, omits information critical for interpretation of experimental results. First, no information is represented about trends at voxels that do not pass the statistical test. Second, no information is given about the range of probable effect sizes at voxels that do pass the statistical test. This leads to a fundamental error in interpreting activation maps by naïve viewers, where it is assumed that colored, “active” voxels are reliably different from uncolored “inactive” voxels. In other domains, confidence intervals have been added to data graphics to reduce such errors. Here, we first document the prevalence of the fundamental error of interpretation, and then present a method for solving it by depicting confidence intervals in fMRI activation maps. Presenting images where the bounds of confidence intervals at each voxel are coded as color allows readers to visually test for differences between “active” and “inactive” voxels, and permits for more proper interpretation of neuroimaging data. Our specific graphical methods are intended as initial proposals to spur broader discussion of how to present confidence intervals for fMRI data.
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spelling pubmed-38466732013-12-05 Confidence Intervals for fMRI Activation Maps Engel, Stephen A. Burton, Philip C. PLoS One Research Article Neuroimaging activation maps typically color voxels to indicate whether the blood oxygen level-dependent (BOLD) signals measured among two or more experimental conditions differ significantly at that location. This data presentation, however, omits information critical for interpretation of experimental results. First, no information is represented about trends at voxels that do not pass the statistical test. Second, no information is given about the range of probable effect sizes at voxels that do pass the statistical test. This leads to a fundamental error in interpreting activation maps by naïve viewers, where it is assumed that colored, “active” voxels are reliably different from uncolored “inactive” voxels. In other domains, confidence intervals have been added to data graphics to reduce such errors. Here, we first document the prevalence of the fundamental error of interpretation, and then present a method for solving it by depicting confidence intervals in fMRI activation maps. Presenting images where the bounds of confidence intervals at each voxel are coded as color allows readers to visually test for differences between “active” and “inactive” voxels, and permits for more proper interpretation of neuroimaging data. Our specific graphical methods are intended as initial proposals to spur broader discussion of how to present confidence intervals for fMRI data. Public Library of Science 2013-12-02 /pmc/articles/PMC3846673/ /pubmed/24312661 http://dx.doi.org/10.1371/journal.pone.0082419 Text en © 2013 Engel, Burton http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Engel, Stephen A.
Burton, Philip C.
Confidence Intervals for fMRI Activation Maps
title Confidence Intervals for fMRI Activation Maps
title_full Confidence Intervals for fMRI Activation Maps
title_fullStr Confidence Intervals for fMRI Activation Maps
title_full_unstemmed Confidence Intervals for fMRI Activation Maps
title_short Confidence Intervals for fMRI Activation Maps
title_sort confidence intervals for fmri activation maps
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3846673/
https://www.ncbi.nlm.nih.gov/pubmed/24312661
http://dx.doi.org/10.1371/journal.pone.0082419
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