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Reminders of past choices bias decisions for reward in humans
We provide evidence that decisions are made by consulting memories for individual past experiences, and that this process can be biased in favour of past choices using incidental reminders. First, in a standard rewarded choice task, we show that a model that estimates value at decision-time using in...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5490260/ https://www.ncbi.nlm.nih.gov/pubmed/28653668 http://dx.doi.org/10.1038/ncomms15958 |
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author | Bornstein, Aaron M. Khaw, Mel W. Shohamy, Daphna Daw, Nathaniel D. |
author_facet | Bornstein, Aaron M. Khaw, Mel W. Shohamy, Daphna Daw, Nathaniel D. |
author_sort | Bornstein, Aaron M. |
collection | PubMed |
description | We provide evidence that decisions are made by consulting memories for individual past experiences, and that this process can be biased in favour of past choices using incidental reminders. First, in a standard rewarded choice task, we show that a model that estimates value at decision-time using individual samples of past outcomes fits choices and decision-related neural activity better than a canonical incremental learning model. In a second experiment, we bias this sampling process by incidentally reminding participants of individual past decisions. The next decision after a reminder shows a strong influence of the action taken and value received on the reminded trial. These results provide new empirical support for a decision architecture that relies on samples of individual past choice episodes rather than incrementally averaged rewards in evaluating options and has suggestive implications for the underlying cognitive and neural mechanisms. |
format | Online Article Text |
id | pubmed-5490260 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-54902602017-07-06 Reminders of past choices bias decisions for reward in humans Bornstein, Aaron M. Khaw, Mel W. Shohamy, Daphna Daw, Nathaniel D. Nat Commun Article We provide evidence that decisions are made by consulting memories for individual past experiences, and that this process can be biased in favour of past choices using incidental reminders. First, in a standard rewarded choice task, we show that a model that estimates value at decision-time using individual samples of past outcomes fits choices and decision-related neural activity better than a canonical incremental learning model. In a second experiment, we bias this sampling process by incidentally reminding participants of individual past decisions. The next decision after a reminder shows a strong influence of the action taken and value received on the reminded trial. These results provide new empirical support for a decision architecture that relies on samples of individual past choice episodes rather than incrementally averaged rewards in evaluating options and has suggestive implications for the underlying cognitive and neural mechanisms. Nature Publishing Group 2017-06-27 /pmc/articles/PMC5490260/ /pubmed/28653668 http://dx.doi.org/10.1038/ncomms15958 Text en Copyright © 2017, The Author(s) http://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/ |
spellingShingle | Article Bornstein, Aaron M. Khaw, Mel W. Shohamy, Daphna Daw, Nathaniel D. Reminders of past choices bias decisions for reward in humans |
title | Reminders of past choices bias decisions for reward in humans |
title_full | Reminders of past choices bias decisions for reward in humans |
title_fullStr | Reminders of past choices bias decisions for reward in humans |
title_full_unstemmed | Reminders of past choices bias decisions for reward in humans |
title_short | Reminders of past choices bias decisions for reward in humans |
title_sort | reminders of past choices bias decisions for reward in humans |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5490260/ https://www.ncbi.nlm.nih.gov/pubmed/28653668 http://dx.doi.org/10.1038/ncomms15958 |
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