6533b86dfe1ef96bd12caa1d
RESEARCH PRODUCT
Validating Habitual and Goal-Directed Decision-Making Performance Online in Healthy Older Adults
Kaori L. ItoJohn MonterossoNicolas SchweighoferRenee ReinbergSook-lei LiewBrenton KellerLaura Caosubject
reinforcement learningAging2019-20 coronavirus outbreakCoronavirus disease 2019 (COVID-19)Markov chainCognitive NeuroscienceSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)Applied psychologyNeurosciences. Biological psychiatry. Neuropsychiatrydecision-makinggoal-directedTask (project management)habitualReinforcement learningYoung adultPsychologyvalidatingolder adultsonlineRC321-571NeuroscienceOriginal Researchdescription
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.
year | journal | country | edition | language |
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2021-06-29 | Frontiers in Aging Neuroscience |