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Attraction Effect in Risky Choice Can Be Explained by Subjective Distance Between Choice Alternatives

Individuals make decisions under risk throughout daily life. Standard models of economic decision making typically assume that people evaluate choice options independently. There is, however, substantial evidence showing that this independence assumption is frequently violated in decision making wit...

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Autores principales: Mohr, Peter N. C., Heekeren, Hauke R., Rieskamp, Jörg
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5567099/
https://www.ncbi.nlm.nih.gov/pubmed/28827699
http://dx.doi.org/10.1038/s41598-017-06968-5
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author Mohr, Peter N. C.
Heekeren, Hauke R.
Rieskamp, Jörg
author_facet Mohr, Peter N. C.
Heekeren, Hauke R.
Rieskamp, Jörg
author_sort Mohr, Peter N. C.
collection PubMed
description Individuals make decisions under risk throughout daily life. Standard models of economic decision making typically assume that people evaluate choice options independently. There is, however, substantial evidence showing that this independence assumption is frequently violated in decision making without risk. The present study extends these findings to the domain of decision making under risk. To explain the independence violations, we adapted a sequential sampling model, namely Multialternative Decision Field Theory (MDFT), to decision making under risk and showed how this model can account for the observed preference shifts. MDFT not only better predicts choices compared with the standard Expected Utility Theory, but it also explains individual differences in the size of the observed context effect. Evidence in favor of the chosen option, as predicted by MDFT, was positively correlated with brain activity in the medial orbitofrontal cortex (mOFC) and negatively correlated with brain activity in the anterior insula (aINS). From a neuroscience perspective, the results of the present study show that specific brain regions, such as the mOFC and aINS, not only code the value or risk of a single choice option but also code the evidence in favor of the best option compared with other available choice options.
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spelling pubmed-55670992017-09-01 Attraction Effect in Risky Choice Can Be Explained by Subjective Distance Between Choice Alternatives Mohr, Peter N. C. Heekeren, Hauke R. Rieskamp, Jörg Sci Rep Article Individuals make decisions under risk throughout daily life. Standard models of economic decision making typically assume that people evaluate choice options independently. There is, however, substantial evidence showing that this independence assumption is frequently violated in decision making without risk. The present study extends these findings to the domain of decision making under risk. To explain the independence violations, we adapted a sequential sampling model, namely Multialternative Decision Field Theory (MDFT), to decision making under risk and showed how this model can account for the observed preference shifts. MDFT not only better predicts choices compared with the standard Expected Utility Theory, but it also explains individual differences in the size of the observed context effect. Evidence in favor of the chosen option, as predicted by MDFT, was positively correlated with brain activity in the medial orbitofrontal cortex (mOFC) and negatively correlated with brain activity in the anterior insula (aINS). From a neuroscience perspective, the results of the present study show that specific brain regions, such as the mOFC and aINS, not only code the value or risk of a single choice option but also code the evidence in favor of the best option compared with other available choice options. Nature Publishing Group UK 2017-08-21 /pmc/articles/PMC5567099/ /pubmed/28827699 http://dx.doi.org/10.1038/s41598-017-06968-5 Text en © The Author(s) 2017 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
Mohr, Peter N. C.
Heekeren, Hauke R.
Rieskamp, Jörg
Attraction Effect in Risky Choice Can Be Explained by Subjective Distance Between Choice Alternatives
title Attraction Effect in Risky Choice Can Be Explained by Subjective Distance Between Choice Alternatives
title_full Attraction Effect in Risky Choice Can Be Explained by Subjective Distance Between Choice Alternatives
title_fullStr Attraction Effect in Risky Choice Can Be Explained by Subjective Distance Between Choice Alternatives
title_full_unstemmed Attraction Effect in Risky Choice Can Be Explained by Subjective Distance Between Choice Alternatives
title_short Attraction Effect in Risky Choice Can Be Explained by Subjective Distance Between Choice Alternatives
title_sort attraction effect in risky choice can be explained by subjective distance between choice alternatives
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5567099/
https://www.ncbi.nlm.nih.gov/pubmed/28827699
http://dx.doi.org/10.1038/s41598-017-06968-5
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