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Age-Based Differences in Strategy Use in Choice Tasks

We incorporated behavioral and computational modeling techniques to examine age-based differences in strategy use in two four-choice decision-making tasks. Healthy older (aged 60–82 years) and younger adults (aged 18–23 years) performed one of two decision-making tasks that differed in the degree to...

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Autores principales: Worthy, Darrell A., Maddox, W. Todd
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Research Foundation 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3252562/
https://www.ncbi.nlm.nih.gov/pubmed/22232573
http://dx.doi.org/10.3389/fnins.2011.00145
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author Worthy, Darrell A.
Maddox, W. Todd
author_facet Worthy, Darrell A.
Maddox, W. Todd
author_sort Worthy, Darrell A.
collection PubMed
description We incorporated behavioral and computational modeling techniques to examine age-based differences in strategy use in two four-choice decision-making tasks. Healthy older (aged 60–82 years) and younger adults (aged 18–23 years) performed one of two decision-making tasks that differed in the degree to which rewards for each option depended on the choices made on previous trials. In the choice-independent task rewards for each choice were not affected by the sequence of previous choices that had been made. In contrast, in the choice-dependent task rewards for each option were based on how often each option had been chosen in the past. We compared the fits of a model that assumes the use of a win-stay–lose-shift (WSLS) heuristic to make decisions, to the fits of a reinforcement-learning (RL) model that compared expected reward values for each option to make decisions. Younger adults were best fit by the RL model, while older adults showed significantly more evidence of being best fit by the WSLS heuristic model. This led older adults to perform worse than younger adults in the choice-independent task, but better in the choice-dependent task. These results coincide with previous work in our labs that also found better performance for older adults in choice-dependent tasks (Worthy et al., 2011), and the present results suggest that qualitative age-based differences in the strategies used in choice tasks may underlie older adults’ advantage in choice-dependent tasks. We discuss possible factors behind these differences such as neurobiological changes associated with aging, and increased use of heuristics by older adults.
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spelling pubmed-32525622012-01-09 Age-Based Differences in Strategy Use in Choice Tasks Worthy, Darrell A. Maddox, W. Todd Front Neurosci Neuroscience We incorporated behavioral and computational modeling techniques to examine age-based differences in strategy use in two four-choice decision-making tasks. Healthy older (aged 60–82 years) and younger adults (aged 18–23 years) performed one of two decision-making tasks that differed in the degree to which rewards for each option depended on the choices made on previous trials. In the choice-independent task rewards for each choice were not affected by the sequence of previous choices that had been made. In contrast, in the choice-dependent task rewards for each option were based on how often each option had been chosen in the past. We compared the fits of a model that assumes the use of a win-stay–lose-shift (WSLS) heuristic to make decisions, to the fits of a reinforcement-learning (RL) model that compared expected reward values for each option to make decisions. Younger adults were best fit by the RL model, while older adults showed significantly more evidence of being best fit by the WSLS heuristic model. This led older adults to perform worse than younger adults in the choice-independent task, but better in the choice-dependent task. These results coincide with previous work in our labs that also found better performance for older adults in choice-dependent tasks (Worthy et al., 2011), and the present results suggest that qualitative age-based differences in the strategies used in choice tasks may underlie older adults’ advantage in choice-dependent tasks. We discuss possible factors behind these differences such as neurobiological changes associated with aging, and increased use of heuristics by older adults. Frontiers Research Foundation 2012-01-06 /pmc/articles/PMC3252562/ /pubmed/22232573 http://dx.doi.org/10.3389/fnins.2011.00145 Text en Copyright © 2012 Worthy and Maddox. http://www.frontiersin.org/licenseagreement This is an open-access article distributed under the terms of the Creative Commons Attribution Non Commercial License, which permits non-commercial use, distribution, and reproduction in other forums, provided the original authors and source are credited.
spellingShingle Neuroscience
Worthy, Darrell A.
Maddox, W. Todd
Age-Based Differences in Strategy Use in Choice Tasks
title Age-Based Differences in Strategy Use in Choice Tasks
title_full Age-Based Differences in Strategy Use in Choice Tasks
title_fullStr Age-Based Differences in Strategy Use in Choice Tasks
title_full_unstemmed Age-Based Differences in Strategy Use in Choice Tasks
title_short Age-Based Differences in Strategy Use in Choice Tasks
title_sort age-based differences in strategy use in choice tasks
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3252562/
https://www.ncbi.nlm.nih.gov/pubmed/22232573
http://dx.doi.org/10.3389/fnins.2011.00145
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