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Dynamic expectations: Behavioral and electrophysiological evidence of sub-second updates in reward predictions

Expectations are often dynamic: any sports fan knows that expectations are rapidly updated as games unfold. Yet expectations have traditionally been studied as static. Here, using slot machines as a case study, we provide parallel behavioral and electrophysiological evidence of sub-second moment-to-...

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Autores principales: Marciano, Déborah, Bellier, Ludovic, Mayer, Ida, Ruvalcaba, Michael, Lee, Sangil, Hsu, Ming, Knight, Robert T.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10153130/
https://www.ncbi.nlm.nih.gov/pubmed/37131777
http://dx.doi.org/10.1101/2023.04.18.537382
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author Marciano, Déborah
Bellier, Ludovic
Mayer, Ida
Ruvalcaba, Michael
Lee, Sangil
Hsu, Ming
Knight, Robert T.
author_facet Marciano, Déborah
Bellier, Ludovic
Mayer, Ida
Ruvalcaba, Michael
Lee, Sangil
Hsu, Ming
Knight, Robert T.
author_sort Marciano, Déborah
collection PubMed
description Expectations are often dynamic: any sports fan knows that expectations are rapidly updated as games unfold. Yet expectations have traditionally been studied as static. Here, using slot machines as a case study, we provide parallel behavioral and electrophysiological evidence of sub-second moment-to-moment changes in expectations. In Study 1, we show that the dynamics of the EEG signal before the slot machine stopped differed depending on the nature of the outcome, including not only whether the participant won or lost, but also how close they came to winning. In line with our predictions, Near Win Before outcomes (the slot machine stops one item before a match) were similar to Wins, but different than Near Win After (the machine stops one item after a match) and Full Miss (the machine stops two or three items from a match). In Study 2, we designed a novel behavioral paradigm to measure moment-to-moment changes in expectations via dynamic betting. We found that different outcomes also elicited unique expectation trajectories in the deceleration phase. Notably, these behavioral expectation trajectories paralleled Study 1’s EEG activity in the last second prior to the machine’s stop. In Studies 3 (EEG) and 4 (behavior) we replicated these findings in the loss domain where a match entails a loss. Again, we found a significant correlation between behavioral and EEG results. These four studies provide the first evidence that dynamic sub-second updates in expectations can be behaviorally and electrophysiologically measured. Our findings open up new avenues for studying the ongoing dynamics of reward expectations and their role in healthy and unhealthy cognition.
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spelling pubmed-101531302023-05-03 Dynamic expectations: Behavioral and electrophysiological evidence of sub-second updates in reward predictions Marciano, Déborah Bellier, Ludovic Mayer, Ida Ruvalcaba, Michael Lee, Sangil Hsu, Ming Knight, Robert T. bioRxiv Article Expectations are often dynamic: any sports fan knows that expectations are rapidly updated as games unfold. Yet expectations have traditionally been studied as static. Here, using slot machines as a case study, we provide parallel behavioral and electrophysiological evidence of sub-second moment-to-moment changes in expectations. In Study 1, we show that the dynamics of the EEG signal before the slot machine stopped differed depending on the nature of the outcome, including not only whether the participant won or lost, but also how close they came to winning. In line with our predictions, Near Win Before outcomes (the slot machine stops one item before a match) were similar to Wins, but different than Near Win After (the machine stops one item after a match) and Full Miss (the machine stops two or three items from a match). In Study 2, we designed a novel behavioral paradigm to measure moment-to-moment changes in expectations via dynamic betting. We found that different outcomes also elicited unique expectation trajectories in the deceleration phase. Notably, these behavioral expectation trajectories paralleled Study 1’s EEG activity in the last second prior to the machine’s stop. In Studies 3 (EEG) and 4 (behavior) we replicated these findings in the loss domain where a match entails a loss. Again, we found a significant correlation between behavioral and EEG results. These four studies provide the first evidence that dynamic sub-second updates in expectations can be behaviorally and electrophysiologically measured. Our findings open up new avenues for studying the ongoing dynamics of reward expectations and their role in healthy and unhealthy cognition. Cold Spring Harbor Laboratory 2023-04-18 /pmc/articles/PMC10153130/ /pubmed/37131777 http://dx.doi.org/10.1101/2023.04.18.537382 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nc-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, for noncommercial purposes only, and only so long as attribution is given to the creator.
spellingShingle Article
Marciano, Déborah
Bellier, Ludovic
Mayer, Ida
Ruvalcaba, Michael
Lee, Sangil
Hsu, Ming
Knight, Robert T.
Dynamic expectations: Behavioral and electrophysiological evidence of sub-second updates in reward predictions
title Dynamic expectations: Behavioral and electrophysiological evidence of sub-second updates in reward predictions
title_full Dynamic expectations: Behavioral and electrophysiological evidence of sub-second updates in reward predictions
title_fullStr Dynamic expectations: Behavioral and electrophysiological evidence of sub-second updates in reward predictions
title_full_unstemmed Dynamic expectations: Behavioral and electrophysiological evidence of sub-second updates in reward predictions
title_short Dynamic expectations: Behavioral and electrophysiological evidence of sub-second updates in reward predictions
title_sort dynamic expectations: behavioral and electrophysiological evidence of sub-second updates in reward predictions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10153130/
https://www.ncbi.nlm.nih.gov/pubmed/37131777
http://dx.doi.org/10.1101/2023.04.18.537382
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