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Temporal oscillations in preference strength provide evidence for an open system model of constructed preference
The decision process is often conceptualized as a constructive process in which a decision maker accumulates information to form preferences about the choice options and ultimately make a response. Here we examine how these constructive processes unfold by tracking dynamic changes in preference stre...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8046775/ https://www.ncbi.nlm.nih.gov/pubmed/33854162 http://dx.doi.org/10.1038/s41598-021-87659-0 |
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author | Kvam, Peter D. Busemeyer, Jerome R. Pleskac, Timothy J. |
author_facet | Kvam, Peter D. Busemeyer, Jerome R. Pleskac, Timothy J. |
author_sort | Kvam, Peter D. |
collection | PubMed |
description | The decision process is often conceptualized as a constructive process in which a decision maker accumulates information to form preferences about the choice options and ultimately make a response. Here we examine how these constructive processes unfold by tracking dynamic changes in preference strength. Across two experiments, we observed that mean preference strength systematically oscillated over time and found that eliciting a choice early in time strongly affected the pattern of preference oscillation later in time. Preferences following choices oscillated between being stronger than those without prior choice and being weaker than those without choice. To account for these phenomena, we develop an open system dynamic model which merges the dynamics of Markov random walk processes with those of quantum walk processes. This model incorporates two sources of uncertainty: epistemic uncertainty about what preference state a decision maker has at a particular point in time; and ontic uncertainty about what decision or judgment will be observed when a person has some preference state. Representing these two sources of uncertainty allows the model to account for the oscillations in preference as well as the effect of choice on preference formation. |
format | Online Article Text |
id | pubmed-8046775 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-80467752021-04-15 Temporal oscillations in preference strength provide evidence for an open system model of constructed preference Kvam, Peter D. Busemeyer, Jerome R. Pleskac, Timothy J. Sci Rep Article The decision process is often conceptualized as a constructive process in which a decision maker accumulates information to form preferences about the choice options and ultimately make a response. Here we examine how these constructive processes unfold by tracking dynamic changes in preference strength. Across two experiments, we observed that mean preference strength systematically oscillated over time and found that eliciting a choice early in time strongly affected the pattern of preference oscillation later in time. Preferences following choices oscillated between being stronger than those without prior choice and being weaker than those without choice. To account for these phenomena, we develop an open system dynamic model which merges the dynamics of Markov random walk processes with those of quantum walk processes. This model incorporates two sources of uncertainty: epistemic uncertainty about what preference state a decision maker has at a particular point in time; and ontic uncertainty about what decision or judgment will be observed when a person has some preference state. Representing these two sources of uncertainty allows the model to account for the oscillations in preference as well as the effect of choice on preference formation. Nature Publishing Group UK 2021-04-14 /pmc/articles/PMC8046775/ /pubmed/33854162 http://dx.doi.org/10.1038/s41598-021-87659-0 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Kvam, Peter D. Busemeyer, Jerome R. Pleskac, Timothy J. Temporal oscillations in preference strength provide evidence for an open system model of constructed preference |
title | Temporal oscillations in preference strength provide evidence for an open system model of constructed preference |
title_full | Temporal oscillations in preference strength provide evidence for an open system model of constructed preference |
title_fullStr | Temporal oscillations in preference strength provide evidence for an open system model of constructed preference |
title_full_unstemmed | Temporal oscillations in preference strength provide evidence for an open system model of constructed preference |
title_short | Temporal oscillations in preference strength provide evidence for an open system model of constructed preference |
title_sort | temporal oscillations in preference strength provide evidence for an open system model of constructed preference |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8046775/ https://www.ncbi.nlm.nih.gov/pubmed/33854162 http://dx.doi.org/10.1038/s41598-021-87659-0 |
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