Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Topel, Selin, Ma, Ili, Sleutels, Jan, van Steenbergen, Henk, de Bruijn, Ellen R. A., van Duijvenvoorde, Anna C. K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2023
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
_version_ 1785082515492438016
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
work_keys_str_mv AT topelselin expectingtheunexpectedareviewoflearningunderuncertaintyacrossdevelopment
AT maili expectingtheunexpectedareviewoflearningunderuncertaintyacrossdevelopment
AT sleutelsjan expectingtheunexpectedareviewoflearningunderuncertaintyacrossdevelopment
AT vansteenbergenhenk expectingtheunexpectedareviewoflearningunderuncertaintyacrossdevelopment
AT debruijnellenra expectingtheunexpectedareviewoflearningunderuncertaintyacrossdevelopment
AT vanduijvenvoordeannack expectingtheunexpectedareviewoflearningunderuncertaintyacrossdevelopment