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Using multivariate decoding to go beyond contrastive analyses in consciousness research
Contrasting conditions with and without awareness has been the preferred method for investigating the neural correlates of consciousness (NCC) for decades, yet recently it has been suggested that further insights can be made by moving beyond this method, specifically by meticulously controlling that...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4214191/ https://www.ncbi.nlm.nih.gov/pubmed/25400616 http://dx.doi.org/10.3389/fpsyg.2014.01250 |
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author | Sandberg, Kristian Andersen, Lau M. Overgaard, Morten |
author_facet | Sandberg, Kristian Andersen, Lau M. Overgaard, Morten |
author_sort | Sandberg, Kristian |
collection | PubMed |
description | Contrasting conditions with and without awareness has been the preferred method for investigating the neural correlates of consciousness (NCC) for decades, yet recently it has been suggested that further insights can be made by moving beyond this method, specifically by meticulously controlling that potential precursors and consequences of the NCC are not mistaken for an NCC. Here, we briefly review the advantages and potential pitfalls of existing paradigms going beyond the contrastive method, and we propose multivariate decoding of neural activity patterns as a supplement to other methods. Specifically, we emphasize the ability of multivariate decoding to detect which patterns of neural activity are consistently predictive of conscious experiences at the single trial level. This is relevant as the “NCC proper” is expected to be consistently predictive whereas processes that are consequences of consciousness may not occur on every trial (making them less predictive) and prerequisites of consciousness may be present on some trials without conscious experience (making them less predictive). |
format | Online Article Text |
id | pubmed-4214191 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-42141912014-11-14 Using multivariate decoding to go beyond contrastive analyses in consciousness research Sandberg, Kristian Andersen, Lau M. Overgaard, Morten Front Psychol Psychology Contrasting conditions with and without awareness has been the preferred method for investigating the neural correlates of consciousness (NCC) for decades, yet recently it has been suggested that further insights can be made by moving beyond this method, specifically by meticulously controlling that potential precursors and consequences of the NCC are not mistaken for an NCC. Here, we briefly review the advantages and potential pitfalls of existing paradigms going beyond the contrastive method, and we propose multivariate decoding of neural activity patterns as a supplement to other methods. Specifically, we emphasize the ability of multivariate decoding to detect which patterns of neural activity are consistently predictive of conscious experiences at the single trial level. This is relevant as the “NCC proper” is expected to be consistently predictive whereas processes that are consequences of consciousness may not occur on every trial (making them less predictive) and prerequisites of consciousness may be present on some trials without conscious experience (making them less predictive). Frontiers Media S.A. 2014-10-30 /pmc/articles/PMC4214191/ /pubmed/25400616 http://dx.doi.org/10.3389/fpsyg.2014.01250 Text en Copyright © 2014 Sandberg, Andersen and Overgaard. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Psychology Sandberg, Kristian Andersen, Lau M. Overgaard, Morten Using multivariate decoding to go beyond contrastive analyses in consciousness research |
title | Using multivariate decoding to go beyond contrastive analyses in consciousness research |
title_full | Using multivariate decoding to go beyond contrastive analyses in consciousness research |
title_fullStr | Using multivariate decoding to go beyond contrastive analyses in consciousness research |
title_full_unstemmed | Using multivariate decoding to go beyond contrastive analyses in consciousness research |
title_short | Using multivariate decoding to go beyond contrastive analyses in consciousness research |
title_sort | using multivariate decoding to go beyond contrastive analyses in consciousness research |
topic | Psychology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4214191/ https://www.ncbi.nlm.nih.gov/pubmed/25400616 http://dx.doi.org/10.3389/fpsyg.2014.01250 |
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