Reduced belief updating impairs adaptive step initiation in older adults

Abstract Ageing is associated with declines in mobility and balance that threaten independence and increase fall risk. These changes are multifactorial, resulting from interactions among peripheral, multisensory, and central nervous system processes. Among these factors, altered cognitive control plays an important role in contributing to postural instability and gait impairments. Here, we examined whether shifts in cognitive control strategy underlie impaired gait initiation in older adults by modelling how individuals update beliefs about upcoming actions. Older and younger adults performed a choice-stepping go/no-go task in which step likelihood was manipulated across trials. We measured anticipatory postural adjustments (APAs), the preparatory weight shifts preceding stepping and modelled age-related differences in APA onset using a hierarchical Bayesian framework. Older adults initiated slower APAs, particularly after repeated go trials. Computational modelling revealed reduced learning rates and heightened sensitivity to uncertainty in older adults, identifying altered belief updating as a cognitive mechanism shaping age-related changes in adaptive stepping.

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Publication Details

Journal
npj Aging
Published
2026-10-14
DOI
https://doi.org/10.1038/s41514-026-00541-z
Primary Topic
Balance, Gait, and Falls Prevention
Type
article
Field-Weighted Citation Impact
0.00

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Reduced belief updating impairs adaptive step initiation in older adults

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npj Aging
Balance, Gait, and Falls Prevention
article

Reduced belief updating impairs adaptive step initiation in older adults

Ryszard Auksztulewicz, Sonja A. Kotz, Tjeerd W. Boonstra, Kenneth Meijer, Alan Bince Jacob, Markus Köpcke
article en

Abstract

Abstract Ageing is associated with declines in mobility and balance that threaten independence and increase fall risk. These changes are multifactorial, resulting from interactions among peripheral, multisensory, and central nervous system processes. Among these factors, altered cognitive control plays an important role in contributing to postural instability and gait impairments. Here, we examined whether shifts in cognitive control strategy underlie impaired gait initiation in older adults by modelling how individuals update beliefs about upcoming actions. Older and younger adults performed a choice-stepping go/no-go task in which step likelihood was manipulated across trials. We measured anticipatory postural adjustments (APAs), the preparatory weight shifts preceding stepping and modelled age-related differences in APA onset using a hierarchical Bayesian framework. Older adults initiated slower APAs, particularly after repeated go trials. Computational modelling revealed reduced learning rates and heightened sensitivity to uncertainty in older adults, identifying altered belief updating as a cognitive mechanism shaping age-related changes in adaptive stepping.

npj Aging
Maastricht University (NL)
European Commission, Nederlandse Organisatie voor Wetenschappelijk Onderzoek, HORIZON EUROPE Marie Sklodowska-Curie Actions
Good health and well-being
Openalex Percentile: Top 6%
Balance, Gait, and Falls Prevention
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