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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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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