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Validating Habitual and Goal-Directed Decision-Making Performance Online in Healthy Older Adults
Everyday decision-making is supported by a dual-system of control comprised of parallel goal-directed and habitual systems. Over the past decade, the two-stage Markov decision task has become popularized for its ability to dissociate between goal-directed and habitual decision-making. While a handfu...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8276057/ https://www.ncbi.nlm.nih.gov/pubmed/34267650 http://dx.doi.org/10.3389/fnagi.2021.702810 |
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author | Ito, Kaori L. Cao, Laura Reinberg, Renee Keller, Brenton Monterosso, John Schweighofer, Nicolas Liew, Sook-Lei |
author_facet | Ito, Kaori L. Cao, Laura Reinberg, Renee Keller, Brenton Monterosso, John Schweighofer, Nicolas Liew, Sook-Lei |
author_sort | Ito, Kaori L. |
collection | PubMed |
description | Everyday decision-making is supported by a dual-system of control comprised of parallel goal-directed and habitual systems. Over the past decade, the two-stage Markov decision task has become popularized for its ability to dissociate between goal-directed and habitual decision-making. While a handful of studies have implemented decision-making tasks online, only one study has validated the task by comparing in-person and web-based performance on the two-stage task in children and young adults. To date, no study has validated the dissociation of goal-directed and habitual behaviors in older adults online. Here, we implemented and validated a web-based version of the two-stage Markov task using parameter simulation and recovery and compared behavioral results from online and in-person participation on the two-stage task in both young and healthy older adults. We found no differences in estimated free parameters between online and in-person participation on the two-stage task. Further, we replicate previous findings that young adults are more goal-directed than older adults both in-person and online. Overall, this work demonstrates that the implementation and use of the two-stage Markov decision task for remote participation is feasible in the older adult demographic, which would allow for the study of decision-making with larger and more diverse samples. |
format | Online Article Text |
id | pubmed-8276057 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-82760572021-07-14 Validating Habitual and Goal-Directed Decision-Making Performance Online in Healthy Older Adults Ito, Kaori L. Cao, Laura Reinberg, Renee Keller, Brenton Monterosso, John Schweighofer, Nicolas Liew, Sook-Lei Front Aging Neurosci Neuroscience Everyday decision-making is supported by a dual-system of control comprised of parallel goal-directed and habitual systems. Over the past decade, the two-stage Markov decision task has become popularized for its ability to dissociate between goal-directed and habitual decision-making. While a handful of studies have implemented decision-making tasks online, only one study has validated the task by comparing in-person and web-based performance on the two-stage task in children and young adults. To date, no study has validated the dissociation of goal-directed and habitual behaviors in older adults online. Here, we implemented and validated a web-based version of the two-stage Markov task using parameter simulation and recovery and compared behavioral results from online and in-person participation on the two-stage task in both young and healthy older adults. We found no differences in estimated free parameters between online and in-person participation on the two-stage task. Further, we replicate previous findings that young adults are more goal-directed than older adults both in-person and online. Overall, this work demonstrates that the implementation and use of the two-stage Markov decision task for remote participation is feasible in the older adult demographic, which would allow for the study of decision-making with larger and more diverse samples. Frontiers Media S.A. 2021-06-29 /pmc/articles/PMC8276057/ /pubmed/34267650 http://dx.doi.org/10.3389/fnagi.2021.702810 Text en Copyright © 2021 Ito, Cao, Reinberg, Keller, Monterosso, Schweighofer and Liew. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Neuroscience Ito, Kaori L. Cao, Laura Reinberg, Renee Keller, Brenton Monterosso, John Schweighofer, Nicolas Liew, Sook-Lei Validating Habitual and Goal-Directed Decision-Making Performance Online in Healthy Older Adults |
title | Validating Habitual and Goal-Directed Decision-Making Performance Online in Healthy Older Adults |
title_full | Validating Habitual and Goal-Directed Decision-Making Performance Online in Healthy Older Adults |
title_fullStr | Validating Habitual and Goal-Directed Decision-Making Performance Online in Healthy Older Adults |
title_full_unstemmed | Validating Habitual and Goal-Directed Decision-Making Performance Online in Healthy Older Adults |
title_short | Validating Habitual and Goal-Directed Decision-Making Performance Online in Healthy Older Adults |
title_sort | validating habitual and goal-directed decision-making performance online in healthy older adults |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8276057/ https://www.ncbi.nlm.nih.gov/pubmed/34267650 http://dx.doi.org/10.3389/fnagi.2021.702810 |
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