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Reading positional codes with fMRI: Problems and solutions

Neural mechanisms which bind items into sequences have been investigated in a large body of research in animal neurophysiology and human neuroimaging. However, a major problem in interpreting this data arises from a fact that several unrelated processes, such as memory load, sensory adaptation, and...

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Detalles Bibliográficos
Autores principales: Kalm, Kristjan, Norris, Dennis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5435169/
https://www.ncbi.nlm.nih.gov/pubmed/28520725
http://dx.doi.org/10.1371/journal.pone.0176585
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author Kalm, Kristjan
Norris, Dennis
author_facet Kalm, Kristjan
Norris, Dennis
author_sort Kalm, Kristjan
collection PubMed
description Neural mechanisms which bind items into sequences have been investigated in a large body of research in animal neurophysiology and human neuroimaging. However, a major problem in interpreting this data arises from a fact that several unrelated processes, such as memory load, sensory adaptation, and reward expectation, also change in a consistent manner as the sequence unfolds. In this paper we use computational simulations and data from two fMRI experiments to show that a host of unrelated neural processes can masquerade as sequence representations. We show that dissociating such unrelated processes from a dedicated sequence representation is an especially difficult problem for fMRI data, which is almost exclusively the modality used in human experiments. We suggest that such fMRI results must be treated with caution and in many cases the assumed neural representation might actually reflect unrelated processes.
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spelling pubmed-54351692017-05-26 Reading positional codes with fMRI: Problems and solutions Kalm, Kristjan Norris, Dennis PLoS One Research Article Neural mechanisms which bind items into sequences have been investigated in a large body of research in animal neurophysiology and human neuroimaging. However, a major problem in interpreting this data arises from a fact that several unrelated processes, such as memory load, sensory adaptation, and reward expectation, also change in a consistent manner as the sequence unfolds. In this paper we use computational simulations and data from two fMRI experiments to show that a host of unrelated neural processes can masquerade as sequence representations. We show that dissociating such unrelated processes from a dedicated sequence representation is an especially difficult problem for fMRI data, which is almost exclusively the modality used in human experiments. We suggest that such fMRI results must be treated with caution and in many cases the assumed neural representation might actually reflect unrelated processes. Public Library of Science 2017-05-17 /pmc/articles/PMC5435169/ /pubmed/28520725 http://dx.doi.org/10.1371/journal.pone.0176585 Text en © 2017 Kalm, Norris http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Kalm, Kristjan
Norris, Dennis
Reading positional codes with fMRI: Problems and solutions
title Reading positional codes with fMRI: Problems and solutions
title_full Reading positional codes with fMRI: Problems and solutions
title_fullStr Reading positional codes with fMRI: Problems and solutions
title_full_unstemmed Reading positional codes with fMRI: Problems and solutions
title_short Reading positional codes with fMRI: Problems and solutions
title_sort reading positional codes with fmri: problems and solutions
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5435169/
https://www.ncbi.nlm.nih.gov/pubmed/28520725
http://dx.doi.org/10.1371/journal.pone.0176585
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