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Valence biases in reinforcement learning shift across adolescence and modulate subsequent memory
As individuals learn through trial and error, some are more influenced by good outcomes, while others weight bad outcomes more heavily. Such valence biases may also influence memory for past experiences. Here, we examined whether valence asymmetries in reinforcement learning change across adolescenc...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
eLife Sciences Publications, Ltd
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8786311/ https://www.ncbi.nlm.nih.gov/pubmed/35072624 http://dx.doi.org/10.7554/eLife.64620 |
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author | Rosenbaum, Gail M Grassie, Hannah L Hartley, Catherine A |
author_facet | Rosenbaum, Gail M Grassie, Hannah L Hartley, Catherine A |
author_sort | Rosenbaum, Gail M |
collection | PubMed |
description | As individuals learn through trial and error, some are more influenced by good outcomes, while others weight bad outcomes more heavily. Such valence biases may also influence memory for past experiences. Here, we examined whether valence asymmetries in reinforcement learning change across adolescence, and whether individual learning asymmetries bias the content of subsequent memory. Participants ages 8–27 learned the values of ‘point machines,’ after which their memory for trial-unique images presented with choice outcomes was assessed. Relative to children and adults, adolescents overweighted worse-than-expected outcomes during learning. Individuals’ valence biases modulated incidental memory, such that those who prioritized worse- (or better-) than-expected outcomes during learning were also more likely to remember images paired with these outcomes, an effect reproduced in an independent dataset. Collectively, these results highlight age-related changes in the computation of subjective value and demonstrate that a valence-asymmetric valuation process influences how information is prioritized in episodic memory. |
format | Online Article Text |
id | pubmed-8786311 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | eLife Sciences Publications, Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-87863112022-01-26 Valence biases in reinforcement learning shift across adolescence and modulate subsequent memory Rosenbaum, Gail M Grassie, Hannah L Hartley, Catherine A eLife Neuroscience As individuals learn through trial and error, some are more influenced by good outcomes, while others weight bad outcomes more heavily. Such valence biases may also influence memory for past experiences. Here, we examined whether valence asymmetries in reinforcement learning change across adolescence, and whether individual learning asymmetries bias the content of subsequent memory. Participants ages 8–27 learned the values of ‘point machines,’ after which their memory for trial-unique images presented with choice outcomes was assessed. Relative to children and adults, adolescents overweighted worse-than-expected outcomes during learning. Individuals’ valence biases modulated incidental memory, such that those who prioritized worse- (or better-) than-expected outcomes during learning were also more likely to remember images paired with these outcomes, an effect reproduced in an independent dataset. Collectively, these results highlight age-related changes in the computation of subjective value and demonstrate that a valence-asymmetric valuation process influences how information is prioritized in episodic memory. eLife Sciences Publications, Ltd 2022-01-24 /pmc/articles/PMC8786311/ /pubmed/35072624 http://dx.doi.org/10.7554/eLife.64620 Text en © 2022, Rosenbaum et al https://creativecommons.org/licenses/by/4.0/This article is distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use and redistribution provided that the original author and source are credited. |
spellingShingle | Neuroscience Rosenbaum, Gail M Grassie, Hannah L Hartley, Catherine A Valence biases in reinforcement learning shift across adolescence and modulate subsequent memory |
title | Valence biases in reinforcement learning shift across adolescence and modulate subsequent memory |
title_full | Valence biases in reinforcement learning shift across adolescence and modulate subsequent memory |
title_fullStr | Valence biases in reinforcement learning shift across adolescence and modulate subsequent memory |
title_full_unstemmed | Valence biases in reinforcement learning shift across adolescence and modulate subsequent memory |
title_short | Valence biases in reinforcement learning shift across adolescence and modulate subsequent memory |
title_sort | valence biases in reinforcement learning shift across adolescence and modulate subsequent memory |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8786311/ https://www.ncbi.nlm.nih.gov/pubmed/35072624 http://dx.doi.org/10.7554/eLife.64620 |
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