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Sources of confidence in value-based choice

Confidence, the subjective estimate of decision quality, is a cognitive process necessary for learning from mistakes and guiding future actions. The origins of confidence judgments resulting from economic decisions remain unclear. We devise a task and computational framework that allowed us to forma...

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Detalles Bibliográficos
Autores principales: Brus, Jeroen, Aebersold, Helena, Grueschow, Marcus, Polania, Rafael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8683513/
https://www.ncbi.nlm.nih.gov/pubmed/34921144
http://dx.doi.org/10.1038/s41467-021-27618-5
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author Brus, Jeroen
Aebersold, Helena
Grueschow, Marcus
Polania, Rafael
author_facet Brus, Jeroen
Aebersold, Helena
Grueschow, Marcus
Polania, Rafael
author_sort Brus, Jeroen
collection PubMed
description Confidence, the subjective estimate of decision quality, is a cognitive process necessary for learning from mistakes and guiding future actions. The origins of confidence judgments resulting from economic decisions remain unclear. We devise a task and computational framework that allowed us to formally tease apart the impact of various sources of confidence in value-based decisions, such as uncertainty emerging from encoding and decoding operations, as well as the interplay between gaze-shift dynamics and attentional effort. In line with canonical decision theories, trial-to-trial fluctuations in the precision of value encoding impact economic choice consistency. However, this uncertainty has no influence on confidence reports. Instead, confidence is associated with endogenous attentional effort towards choice alternatives and down-stream noise in the comparison process. These findings provide an explanation for confidence (miss)attributions in value-guided behaviour, suggesting mechanistic influences of endogenous attentional states for guiding decisions and metacognitive awareness of choice certainty.
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spelling pubmed-86835132022-01-04 Sources of confidence in value-based choice Brus, Jeroen Aebersold, Helena Grueschow, Marcus Polania, Rafael Nat Commun Article Confidence, the subjective estimate of decision quality, is a cognitive process necessary for learning from mistakes and guiding future actions. The origins of confidence judgments resulting from economic decisions remain unclear. We devise a task and computational framework that allowed us to formally tease apart the impact of various sources of confidence in value-based decisions, such as uncertainty emerging from encoding and decoding operations, as well as the interplay between gaze-shift dynamics and attentional effort. In line with canonical decision theories, trial-to-trial fluctuations in the precision of value encoding impact economic choice consistency. However, this uncertainty has no influence on confidence reports. Instead, confidence is associated with endogenous attentional effort towards choice alternatives and down-stream noise in the comparison process. These findings provide an explanation for confidence (miss)attributions in value-guided behaviour, suggesting mechanistic influences of endogenous attentional states for guiding decisions and metacognitive awareness of choice certainty. Nature Publishing Group UK 2021-12-17 /pmc/articles/PMC8683513/ /pubmed/34921144 http://dx.doi.org/10.1038/s41467-021-27618-5 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Brus, Jeroen
Aebersold, Helena
Grueschow, Marcus
Polania, Rafael
Sources of confidence in value-based choice
title Sources of confidence in value-based choice
title_full Sources of confidence in value-based choice
title_fullStr Sources of confidence in value-based choice
title_full_unstemmed Sources of confidence in value-based choice
title_short Sources of confidence in value-based choice
title_sort sources of confidence in value-based choice
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8683513/
https://www.ncbi.nlm.nih.gov/pubmed/34921144
http://dx.doi.org/10.1038/s41467-021-27618-5
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