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Keep it real: rethinking the primacy of experimental control in cognitive neuroscience
Naturalistic experimental paradigms in neuroimaging arose from a pressure to test the validity of models we derive from highly-controlled experiments in real-world contexts. In many cases, however, such efforts led to the realization that models developed under particular experimental manipulations...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7789034/ https://www.ncbi.nlm.nih.gov/pubmed/32800992 http://dx.doi.org/10.1016/j.neuroimage.2020.117254 |
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author | Nastase, Samuel A. Goldstein, Ariel Hasson, Uri |
author_facet | Nastase, Samuel A. Goldstein, Ariel Hasson, Uri |
author_sort | Nastase, Samuel A. |
collection | PubMed |
description | Naturalistic experimental paradigms in neuroimaging arose from a pressure to test the validity of models we derive from highly-controlled experiments in real-world contexts. In many cases, however, such efforts led to the realization that models developed under particular experimental manipulations failed to capture much variance outside the context of that manipulation. The critique of non-naturalistic experiments is not a recent development; it echoes a persistent and subversive thread in the history of modern psychology. The brain has evolved to guide behavior in a multidimensional world with many interacting variables. The assumption that artificially decoupling and manipulating these variables will lead to a satisfactory understanding of the brain may be untenable. We develop an argument for the primacy of naturalistic paradigms, and point to recent developments in machine learning as an example of the transformative power of relinquishing control. Naturalistic paradigms should not be deployed as an afterthought if we hope to build models of brain and behavior that extend beyond the laboratory into the real world. |
format | Online Article Text |
id | pubmed-7789034 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
spelling | pubmed-77890342021-01-07 Keep it real: rethinking the primacy of experimental control in cognitive neuroscience Nastase, Samuel A. Goldstein, Ariel Hasson, Uri Neuroimage Article Naturalistic experimental paradigms in neuroimaging arose from a pressure to test the validity of models we derive from highly-controlled experiments in real-world contexts. In many cases, however, such efforts led to the realization that models developed under particular experimental manipulations failed to capture much variance outside the context of that manipulation. The critique of non-naturalistic experiments is not a recent development; it echoes a persistent and subversive thread in the history of modern psychology. The brain has evolved to guide behavior in a multidimensional world with many interacting variables. The assumption that artificially decoupling and manipulating these variables will lead to a satisfactory understanding of the brain may be untenable. We develop an argument for the primacy of naturalistic paradigms, and point to recent developments in machine learning as an example of the transformative power of relinquishing control. Naturalistic paradigms should not be deployed as an afterthought if we hope to build models of brain and behavior that extend beyond the laboratory into the real world. 2020-08-13 2020-11-15 /pmc/articles/PMC7789034/ /pubmed/32800992 http://dx.doi.org/10.1016/j.neuroimage.2020.117254 Text en This is an open access article under the CC BY license. (http://creativecommons.org/licenses/by/4.0/) |
spellingShingle | Article Nastase, Samuel A. Goldstein, Ariel Hasson, Uri Keep it real: rethinking the primacy of experimental control in cognitive neuroscience |
title | Keep it real: rethinking the primacy of experimental control in cognitive neuroscience |
title_full | Keep it real: rethinking the primacy of experimental control in cognitive neuroscience |
title_fullStr | Keep it real: rethinking the primacy of experimental control in cognitive neuroscience |
title_full_unstemmed | Keep it real: rethinking the primacy of experimental control in cognitive neuroscience |
title_short | Keep it real: rethinking the primacy of experimental control in cognitive neuroscience |
title_sort | keep it real: rethinking the primacy of experimental control in cognitive neuroscience |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7789034/ https://www.ncbi.nlm.nih.gov/pubmed/32800992 http://dx.doi.org/10.1016/j.neuroimage.2020.117254 |
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