ArticlePLoS computational biology2021
Action planning and control under uncertainty emerge through a desirability-driven competition between parallel encoding motor plans.
Article in PLoS computational biology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
12 citing papers in PubMed.
- Rapid Motor Inhibition as a Mechanism to Prevent Outdated Movements.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2026Article
- An integrative computational approach for obstacle avoidance during action selection.bioRxiv : the preprint server for biology · 2025Article
- Disentangling decision uncertainty and motor noise in curved movement trajectories.Journal of vision · 2025Article
- Article
- Computational mechanism underlying switching of motor actions.PLoS computational biology · 2025Article
- Rapid, systematic updating of movement by accumulated decision evidence.Nature communications · 2024Article
- Continuous evaluation of cost-to-go for flexible reaching control and online decisions.PLoS computational biology · 2023Article
- Article
- A neurocomputational theory of action regulation predicts motor behavior in neurotypical individuals and patients with Parkinson's disease.PLoS computational biology · 2022Article
- Anticipatory action planning for stepping onto competing potential targets.Frontiers in human neuroscience · 2022Article
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- Article
Corrections and comments
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Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Living in an uncertain world, nearly all of our decisions are made with some degree of uncertainty about the consequences of actions selected. Although a significant progress has been made in understanding how the sensorimotor system incorporates uncertainty into the decision-making process, the preponderance of studies focus on tasks in which selection and action are two separate processes. First people select among alternative options and then initiate an action to implement the choice. However, we often make decisions during ongoing actions in which the value and availability of the alternatives can change with time and previous actions. The current study aims to decipher how the brain deals with uncertainty in decisions that evolve while acting. To address this question, we trained individuals to perform rapid reaching movements towards two potential targets, where the true target location was revealed only after the movement initiation. We found that reaction time and initial approach direction are correlated, where initial movements towards intermediate locations have longer reaction times than movements that aim directly to the target locations. Interestingly, the association between reaction time and approach direction was independent of the target probability. By modeling the task within a recently proposed neurodynamical framework, we showed that action planning and control under uncertainty emerge through a desirability-driven competition between motor plans that are encoded in parallel.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.