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Expecting the unexpected: a review of learning under uncertainty across development
Many of our decisions take place under uncertainty. To successfully navigate the environment, individuals need to estimate the degree of uncertainty and adapt their behaviors accordingly by learning from experiences. However, uncertainty is a broad construct and distinct types of uncertainty may dif...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10390612/ https://www.ncbi.nlm.nih.gov/pubmed/37237092 http://dx.doi.org/10.3758/s13415-023-01098-0 |
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author | Topel, Selin Ma, Ili Sleutels, Jan van Steenbergen, Henk de Bruijn, Ellen R. A. van Duijvenvoorde, Anna C. K. |
author_facet | Topel, Selin Ma, Ili Sleutels, Jan van Steenbergen, Henk de Bruijn, Ellen R. A. van Duijvenvoorde, Anna C. K. |
author_sort | Topel, Selin |
collection | PubMed |
description | Many of our decisions take place under uncertainty. To successfully navigate the environment, individuals need to estimate the degree of uncertainty and adapt their behaviors accordingly by learning from experiences. However, uncertainty is a broad construct and distinct types of uncertainty may differentially influence our learning. We provide a semi-systematic review to illustrate cognitive and neurobiological processes involved in learning under two types of uncertainty: learning in environments with stochastic outcomes, and with volatile outcomes. We specifically reviewed studies (N = 26 studies) that included an adolescent population, because adolescence is a period in life characterized by heightened exploration and learning, as well as heightened uncertainty due to experiencing many new, often social, environments. Until now, reviews have not comprehensively compared learning under distinct types of uncertainties in this age range. Our main findings show that although the overall developmental patterns were mixed, most studies indicate that learning from stochastic outcomes, as indicated by increased accuracy in performance, improved with age. We also found that adolescents tended to have an advantage compared with adults and children when learning from volatile outcomes. We discuss potential mechanisms explaining these age-related differences and conclude by outlining future research directions. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.3758/s13415-023-01098-0. |
format | Online Article Text |
id | pubmed-10390612 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-103906122023-08-02 Expecting the unexpected: a review of learning under uncertainty across development Topel, Selin Ma, Ili Sleutels, Jan van Steenbergen, Henk de Bruijn, Ellen R. A. van Duijvenvoorde, Anna C. K. Cogn Affect Behav Neurosci Special Issue/Uncertainty Many of our decisions take place under uncertainty. To successfully navigate the environment, individuals need to estimate the degree of uncertainty and adapt their behaviors accordingly by learning from experiences. However, uncertainty is a broad construct and distinct types of uncertainty may differentially influence our learning. We provide a semi-systematic review to illustrate cognitive and neurobiological processes involved in learning under two types of uncertainty: learning in environments with stochastic outcomes, and with volatile outcomes. We specifically reviewed studies (N = 26 studies) that included an adolescent population, because adolescence is a period in life characterized by heightened exploration and learning, as well as heightened uncertainty due to experiencing many new, often social, environments. Until now, reviews have not comprehensively compared learning under distinct types of uncertainties in this age range. Our main findings show that although the overall developmental patterns were mixed, most studies indicate that learning from stochastic outcomes, as indicated by increased accuracy in performance, improved with age. We also found that adolescents tended to have an advantage compared with adults and children when learning from volatile outcomes. We discuss potential mechanisms explaining these age-related differences and conclude by outlining future research directions. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.3758/s13415-023-01098-0. Springer US 2023-05-26 2023 /pmc/articles/PMC10390612/ /pubmed/37237092 http://dx.doi.org/10.3758/s13415-023-01098-0 Text en © The Author(s) 2023 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 | Special Issue/Uncertainty Topel, Selin Ma, Ili Sleutels, Jan van Steenbergen, Henk de Bruijn, Ellen R. A. van Duijvenvoorde, Anna C. K. Expecting the unexpected: a review of learning under uncertainty across development |
title | Expecting the unexpected: a review of learning under uncertainty across development |
title_full | Expecting the unexpected: a review of learning under uncertainty across development |
title_fullStr | Expecting the unexpected: a review of learning under uncertainty across development |
title_full_unstemmed | Expecting the unexpected: a review of learning under uncertainty across development |
title_short | Expecting the unexpected: a review of learning under uncertainty across development |
title_sort | expecting the unexpected: a review of learning under uncertainty across development |
topic | Special Issue/Uncertainty |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10390612/ https://www.ncbi.nlm.nih.gov/pubmed/37237092 http://dx.doi.org/10.3758/s13415-023-01098-0 |
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