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...

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Main Authors: Kaori L. Ito, Laura Cao, Renee Reinberg, Brenton Keller, John Monterosso, Nicolas Schweighofer, Sook-Lei Liew
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-06-01
Series:Frontiers in Aging Neuroscience
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fnagi.2021.702810/full
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spelling doaj-cf5f82b659774c28851f7eae98f084972021-06-29T06:01:34ZengFrontiers Media S.A.Frontiers in Aging Neuroscience1663-43652021-06-011310.3389/fnagi.2021.702810702810Validating Habitual and Goal-Directed Decision-Making Performance Online in Healthy Older AdultsKaori L. Ito0Laura Cao1Renee Reinberg2Brenton Keller3John Monterosso4Nicolas Schweighofer5Sook-Lei Liew6Neural Plasticity and Neurorehabilitation Laboratory, Department of Occupational Science and Occupational Therapy, University of Southern California, Los Angeles, CA, United StatesComputational Neuro-Rehabilitation Laboratory, Department of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles, CA, United StatesNeural Plasticity and Neurorehabilitation Laboratory, Department of Occupational Science and Occupational Therapy, University of Southern California, Los Angeles, CA, United StatesDepartment of Gerontology, University of Southern California, Los Angeles, CA, United StatesDepartment of Psychology, University of Southern California, Los Angeles, CA, United StatesComputational Neuro-Rehabilitation Laboratory, Department of Biokinesiology and Physical Therapy, University of Southern California, Los Angeles, CA, United StatesNeural Plasticity and Neurorehabilitation Laboratory, Department of Occupational Science and Occupational Therapy, University of Southern California, Los Angeles, CA, United StatesEveryday 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.https://www.frontiersin.org/articles/10.3389/fnagi.2021.702810/fullvalidatingdecision-makinggoal-directedhabitualagingolder adults
collection DOAJ
language English
format Article
sources DOAJ
author Kaori L. Ito
Laura Cao
Renee Reinberg
Brenton Keller
John Monterosso
Nicolas Schweighofer
Sook-Lei Liew
spellingShingle Kaori L. Ito
Laura Cao
Renee Reinberg
Brenton Keller
John Monterosso
Nicolas Schweighofer
Sook-Lei Liew
Validating Habitual and Goal-Directed Decision-Making Performance Online in Healthy Older Adults
Frontiers in Aging Neuroscience
validating
decision-making
goal-directed
habitual
aging
older adults
author_facet Kaori L. Ito
Laura Cao
Renee Reinberg
Brenton Keller
John Monterosso
Nicolas Schweighofer
Sook-Lei Liew
author_sort Kaori L. Ito
title 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_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_sort validating habitual and goal-directed decision-making performance online in healthy older adults
publisher Frontiers Media S.A.
series Frontiers in Aging Neuroscience
issn 1663-4365
publishDate 2021-06-01
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.
topic validating
decision-making
goal-directed
habitual
aging
older adults
url https://www.frontiersin.org/articles/10.3389/fnagi.2021.702810/full
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