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Decomposing loss aversion from gaze allocation and pupil dilation

Loss-averse decisions, in which one avoids losses at the expense of gains, are highly prevalent. However, the underlying mechanisms remain controversial. The prevailing account highlights a valuation bias that overweighs losses relative to gains, but an alternative view stresses a response bias to a...

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Autores principales: Sheng, Feng, Ramakrishnan, Arjun, Seok, Darsol, Zhao, Wenjia Joyce, Thelaus, Samuel, Cen, Puti, Platt, Michael Louis
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7260957/
https://www.ncbi.nlm.nih.gov/pubmed/32385152
http://dx.doi.org/10.1073/pnas.1919670117
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author Sheng, Feng
Ramakrishnan, Arjun
Seok, Darsol
Zhao, Wenjia Joyce
Thelaus, Samuel
Cen, Puti
Platt, Michael Louis
author_facet Sheng, Feng
Ramakrishnan, Arjun
Seok, Darsol
Zhao, Wenjia Joyce
Thelaus, Samuel
Cen, Puti
Platt, Michael Louis
author_sort Sheng, Feng
collection PubMed
description Loss-averse decisions, in which one avoids losses at the expense of gains, are highly prevalent. However, the underlying mechanisms remain controversial. The prevailing account highlights a valuation bias that overweighs losses relative to gains, but an alternative view stresses a response bias to avoid choices involving potential losses. Here we couple a computational process model with eye-tracking and pupillometry to develop a physiologically grounded framework for the decision process leading to accepting or rejecting gambles with equal odds of winning and losing money. Overall, loss-averse decisions were accompanied by preferential gaze toward losses and increased pupil dilation for accepting gambles. Using our model, we found gaze allocation selectively indexed valuation bias, and pupil dilation selectively indexed response bias. Finally, we demonstrate that our computational model and physiological biomarkers can identify distinct types of loss-averse decision makers who would otherwise be indistinguishable using conventional approaches. Our study provides an integrative framework for the cognitive processes that drive loss-averse decisions and highlights the biological heterogeneity of loss aversion across individuals.
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spelling pubmed-72609572020-06-08 Decomposing loss aversion from gaze allocation and pupil dilation Sheng, Feng Ramakrishnan, Arjun Seok, Darsol Zhao, Wenjia Joyce Thelaus, Samuel Cen, Puti Platt, Michael Louis Proc Natl Acad Sci U S A Social Sciences Loss-averse decisions, in which one avoids losses at the expense of gains, are highly prevalent. However, the underlying mechanisms remain controversial. The prevailing account highlights a valuation bias that overweighs losses relative to gains, but an alternative view stresses a response bias to avoid choices involving potential losses. Here we couple a computational process model with eye-tracking and pupillometry to develop a physiologically grounded framework for the decision process leading to accepting or rejecting gambles with equal odds of winning and losing money. Overall, loss-averse decisions were accompanied by preferential gaze toward losses and increased pupil dilation for accepting gambles. Using our model, we found gaze allocation selectively indexed valuation bias, and pupil dilation selectively indexed response bias. Finally, we demonstrate that our computational model and physiological biomarkers can identify distinct types of loss-averse decision makers who would otherwise be indistinguishable using conventional approaches. Our study provides an integrative framework for the cognitive processes that drive loss-averse decisions and highlights the biological heterogeneity of loss aversion across individuals. National Academy of Sciences 2020-05-26 2020-05-08 /pmc/articles/PMC7260957/ /pubmed/32385152 http://dx.doi.org/10.1073/pnas.1919670117 Text en Copyright © 2020 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by-nc-nd/4.0/ https://creativecommons.org/licenses/by-nc-nd/4.0/This open access article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) .
spellingShingle Social Sciences
Sheng, Feng
Ramakrishnan, Arjun
Seok, Darsol
Zhao, Wenjia Joyce
Thelaus, Samuel
Cen, Puti
Platt, Michael Louis
Decomposing loss aversion from gaze allocation and pupil dilation
title Decomposing loss aversion from gaze allocation and pupil dilation
title_full Decomposing loss aversion from gaze allocation and pupil dilation
title_fullStr Decomposing loss aversion from gaze allocation and pupil dilation
title_full_unstemmed Decomposing loss aversion from gaze allocation and pupil dilation
title_short Decomposing loss aversion from gaze allocation and pupil dilation
title_sort decomposing loss aversion from gaze allocation and pupil dilation
topic Social Sciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7260957/
https://www.ncbi.nlm.nih.gov/pubmed/32385152
http://dx.doi.org/10.1073/pnas.1919670117
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