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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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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. |
format | Online Article Text |
id | pubmed-5435169 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT kalmkristjan readingpositionalcodeswithfmriproblemsandsolutions AT norrisdennis readingpositionalcodeswithfmriproblemsandsolutions |