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Rethinking fast and slow based on a critique of reaction-time reverse inference

Do people intuitively favour certain actions over others? In some dual-process research, reaction-time (RT) data have been used to infer that certain choices are intuitive. However, the use of behavioural or biological measures to infer mental function, popularly known as ‘reverse inference', i...

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Detalles Bibliográficos
Autores principales: Krajbich, Ian, Bartling, Björn, Hare, Todd, Fehr, Ernst
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Pub. Group 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4500827/
https://www.ncbi.nlm.nih.gov/pubmed/26135809
http://dx.doi.org/10.1038/ncomms8455
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author Krajbich, Ian
Bartling, Björn
Hare, Todd
Fehr, Ernst
author_facet Krajbich, Ian
Bartling, Björn
Hare, Todd
Fehr, Ernst
author_sort Krajbich, Ian
collection PubMed
description Do people intuitively favour certain actions over others? In some dual-process research, reaction-time (RT) data have been used to infer that certain choices are intuitive. However, the use of behavioural or biological measures to infer mental function, popularly known as ‘reverse inference', is problematic because it does not take into account other sources of variability in the data, such as discriminability of the choice options. Here we use two example data sets obtained from value-based choice experiments to demonstrate that, after controlling for discriminability (that is, strength-of-preference), there is no evidence that one type of choice is systematically faster than the other. Moreover, using specific variations of a prominent value-based choice experiment, we are able to predictably replicate, eliminate or reverse previously reported correlations between RT and selfishness. Thus, our findings shed crucial light on the use of RT in inferring mental processes and strongly caution against using RT differences as evidence favouring dual-process accounts.
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spelling pubmed-45008272015-07-21 Rethinking fast and slow based on a critique of reaction-time reverse inference Krajbich, Ian Bartling, Björn Hare, Todd Fehr, Ernst Nat Commun Article Do people intuitively favour certain actions over others? In some dual-process research, reaction-time (RT) data have been used to infer that certain choices are intuitive. However, the use of behavioural or biological measures to infer mental function, popularly known as ‘reverse inference', is problematic because it does not take into account other sources of variability in the data, such as discriminability of the choice options. Here we use two example data sets obtained from value-based choice experiments to demonstrate that, after controlling for discriminability (that is, strength-of-preference), there is no evidence that one type of choice is systematically faster than the other. Moreover, using specific variations of a prominent value-based choice experiment, we are able to predictably replicate, eliminate or reverse previously reported correlations between RT and selfishness. Thus, our findings shed crucial light on the use of RT in inferring mental processes and strongly caution against using RT differences as evidence favouring dual-process accounts. Nature Pub. Group 2015-07-02 /pmc/articles/PMC4500827/ /pubmed/26135809 http://dx.doi.org/10.1038/ncomms8455 Text en Copyright © 2015, Nature Publishing Group, a division of Macmillan Publishers Limited. All Rights Reserved. http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article's Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Krajbich, Ian
Bartling, Björn
Hare, Todd
Fehr, Ernst
Rethinking fast and slow based on a critique of reaction-time reverse inference
title Rethinking fast and slow based on a critique of reaction-time reverse inference
title_full Rethinking fast and slow based on a critique of reaction-time reverse inference
title_fullStr Rethinking fast and slow based on a critique of reaction-time reverse inference
title_full_unstemmed Rethinking fast and slow based on a critique of reaction-time reverse inference
title_short Rethinking fast and slow based on a critique of reaction-time reverse inference
title_sort rethinking fast and slow based on a critique of reaction-time reverse inference
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4500827/
https://www.ncbi.nlm.nih.gov/pubmed/26135809
http://dx.doi.org/10.1038/ncomms8455
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