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Motor Effort Alters Changes of Mind in Sensorimotor Decision Making
Open accessAbstract
After committing to an action, a decision-maker can change their mind to revise the action. Such changes of mind can even occur when the stream of information that led to the action is curtailed at movement onset. This is explained by the time delays in sensory processing and motor planning which lead to a component at the end of the sensory stream that can only be processed after initiation. Such post-initiation processing can explain the pattern of changes of mind by asserting an accumulation of additional evidence to a criterion level, termed change-of-mind bound. Here we test the hypothesis that physical effort associated with the movement required to change one's mind affects the level of the change-of-mind bound and the time for post-initiation deliberation. We varied the effort required to change from one choice target to another in a reaching movement by varying the geometry of the choice targets or by applying a force field between the targets. We show that there is a reduction in the frequency of change of mind when the separation of the choice targets would require a larger excursion of the hand from the initial to the opposite choice. The reduction is best explained by an increase in the evidence required for changes of mind and a reduced time period of integration after the initial decision. Thus the criteria to revise an initial choice is sensitive to energetic costs.
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“For three of the four subjects, changes of decision corrected an initial error more often than they spoiled an initially correct choice (P<0.001, P<0.001, P = 0.084, P<0.001), consistent with previous reports (Resulaj et al., 2009; Burk et al., 2014).”
From A common mechanism underlies changes of mind about decisions and confidence (2016) · cites this paper as Burk et al., 2014
In the citing paper
“In previous studies, we showed that the motor system receives a continuous updating of the state of the evidence leading to a choice (Gold and Shadlen, 2000; Selen et al., 2012) and can utilize the late arriving information to revise an initial choice by continuing the process of deliberation (Resulaj et al., 2009; Burk et al., 2014).”
From A common mechanism underlies changes of mind about decisions and confidence (2016) · cites this paper as Burk et al., 2014
In the citing paper
“To further reduce the degrees of freedom of the model to four we fixed both the covariance ρ to -0.5 ≈ -0.71 and non-decision time standard deviation σtnd to 60 ms (within the normal range from a previous study (Burk et al., 2014) and supported by an analysis of motion energy; see Figure 1—figure supplement 1).”
From A common mechanism underlies changes of mind about decisions and confidence (2016) · cites this paper as Burk et al., 2014
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Farhadi, A. (2024) · Research Square · doi:10.21203/rs.3.rs-3824813/v1
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Trach, J. E., & McDougle, S. D. (2024) · PsyArXiv (OSF Preprints) · doi:10.31234/osf.io/pkez6
Tanis, D., & Kurtzer, I. L. (2024) · Journal of Neurophysiology · doi:10.1152/jn.00379.2023
Decision-making integrates motor costs during ongoing action
Hagura, N. (2024) · Journal of Neurophysiology · doi:10.1152/jn.00413.2024
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Testing the link between decision and action dynamicsPreprint
Schoemann, M., Grenke, O., & Scherbaum, S. (2025) · doi:10.31234/osf.io/4geys_v1
Movement effort does not alter the planning horizon of sequential reaching movements
Bellmann, A., Wijdenes, L. O., & Medendorp, W. P. (2026) · Journal of Neurophysiology · doi:10.1152/jn.00457.2025
Disentangling decision uncertainty and motor noise in curved movement trajectories
Chapman, W. G., & Ludwig, C. J. H. (2025) · Journal of Vision · doi:10.1167/jov.25.13.6
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Pandey, S., Nayak, A. K., Bhattacharjee, A. S., Pandey, K., Das, S., & Abraham, N. M. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2025.12.23.696244
Cui, N., van Beers, R. J., Smeets, J. B. J., & van Wijk, B. C. M. (2026) · Cortex · doi:10.1016/j.cortex.2026.01.003 · Cited by 1
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A perspective on effort and its potential role in motor learning
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Metadata
- Authors
- Burk, D., Ingram, J. N., Franklin, D. W., Shadlen, M. N., & Wolpert, D. M.
- Affiliations
- National Institute on Drug Abuse (US)
- University of Cambridge (GB)
- Howard Hughes Medical Institute (US)
- Corresponding author
- Wolpert, Daniel M.
- Venue
- PLoS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2014-03-20
- Volume
- 9
- Issue
- 3
- Pages
- e92681
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC3961398
- OpenAlex
- W1981476255
- Cited by
- 117
- References
- 30
- Citations by year
- 2026: 6 · 2025: 15 · 2024: 14 · 2023: 9 · 2022: 13 · 2021: 13 · 2020: 9 · 2019: 11 · 2018: 7 · 2017: 6 · 2016: 5 · 2015: 6 · 2014: 2
- FWCI
- 3.50
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- PLoS ONE (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Cambridge University Engineering Department Publications Database (submittedVersion)
- Columbia Academic Commons (Columbia University)
- Funders
- Howard Hughes Medical Institute
- Wellcome Trust (097803, 097803/Z/11/Z)
- National Institutes of Health
- National Eye Institute (R01EY011378)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Motor Control and Adaptation
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Social Sciences › Arts and Humanities › Philosophy › Free Will and Agency
- Keywords
- change of mind, sensorimotor decision making, motor effort, evidence accumulation, reaching movements, force fields, target geometry, energetic cost, decision revision
- MeSH terms
- Adult, Choice Behavior, Decision Making, Female, Humans, Male, Psychometrics, Psychomotor Performance, Young Adult
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