Are accuracy and reaction time affected via different processes?

A recent study by van Ede et al. (2012) shows that the accuracy and reaction time in humans of tactile perceptual decisions are affected by an attentional cue via distinct cognitive and neural processes. These results are controversial as they undermine the notion that accuracy and reaction time are...

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Autores principales: Martijn J Mulder, Leendert van Maanen
Formato: article
Lenguaje:EN
Publicado: Public Library of Science (PLoS) 2013
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Acceso en línea:https://doaj.org/article/2497ab83e62c4cb3a2c99ced43b6e4f1
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spelling oai:doaj.org-article:2497ab83e62c4cb3a2c99ced43b6e4f12021-11-18T08:45:59ZAre accuracy and reaction time affected via different processes?1932-620310.1371/journal.pone.0080222https://doaj.org/article/2497ab83e62c4cb3a2c99ced43b6e4f12013-01-01T00:00:00Zhttps://www.ncbi.nlm.nih.gov/pmc/articles/pmid/24260358/pdf/?tool=EBIhttps://doaj.org/toc/1932-6203A recent study by van Ede et al. (2012) shows that the accuracy and reaction time in humans of tactile perceptual decisions are affected by an attentional cue via distinct cognitive and neural processes. These results are controversial as they undermine the notion that accuracy and reaction time are influenced by the same latent process that underlie the decision process. Typically, accumulation-to-bound models (like the drift diffusion model) can explain variability in both accuracy and reaction time by a change of a single parameter. To elaborate the findings of van Ede et al., we fitted the drift diffusion model to their behavioral data. Results show that both changes in accuracy and reaction time can be partly explained by an increase in the accumulation of sensory evidence (drift rate). In addition, a change in non-decision time is necessary to account for reaction time changes as well. These results provide a subtle explanation of how the underlying dynamics of the decision process might give rise to differences in both the speed and accuracy of perceptual tactile decisions. Furthermore, our analyses highlight the importance of applying a model-based approach, as the observed changes in the model parameters might be ecologically more valid, since they have an intuitive relationship with the neuronal processes underlying perceptual decision making.Martijn J MulderLeendert van MaanenPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 8, Iss 11, p e80222 (2013)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Martijn J Mulder
Leendert van Maanen
Are accuracy and reaction time affected via different processes?
description A recent study by van Ede et al. (2012) shows that the accuracy and reaction time in humans of tactile perceptual decisions are affected by an attentional cue via distinct cognitive and neural processes. These results are controversial as they undermine the notion that accuracy and reaction time are influenced by the same latent process that underlie the decision process. Typically, accumulation-to-bound models (like the drift diffusion model) can explain variability in both accuracy and reaction time by a change of a single parameter. To elaborate the findings of van Ede et al., we fitted the drift diffusion model to their behavioral data. Results show that both changes in accuracy and reaction time can be partly explained by an increase in the accumulation of sensory evidence (drift rate). In addition, a change in non-decision time is necessary to account for reaction time changes as well. These results provide a subtle explanation of how the underlying dynamics of the decision process might give rise to differences in both the speed and accuracy of perceptual tactile decisions. Furthermore, our analyses highlight the importance of applying a model-based approach, as the observed changes in the model parameters might be ecologically more valid, since they have an intuitive relationship with the neuronal processes underlying perceptual decision making.
format article
author Martijn J Mulder
Leendert van Maanen
author_facet Martijn J Mulder
Leendert van Maanen
author_sort Martijn J Mulder
title Are accuracy and reaction time affected via different processes?
title_short Are accuracy and reaction time affected via different processes?
title_full Are accuracy and reaction time affected via different processes?
title_fullStr Are accuracy and reaction time affected via different processes?
title_full_unstemmed Are accuracy and reaction time affected via different processes?
title_sort are accuracy and reaction time affected via different processes?
publisher Public Library of Science (PLoS)
publishDate 2013
url https://doaj.org/article/2497ab83e62c4cb3a2c99ced43b6e4f1
work_keys_str_mv AT martijnjmulder areaccuracyandreactiontimeaffectedviadifferentprocesses
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