ArticleNPJ science of learning2024
Understanding mechanisms of generalization following locomotor adaptation.
Article in NPJ science of learning, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
What it found
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Who cites it
8 citing papers in PubMed.
- Transcutaneous electrical nerve stimulation enhances locomotor adaptation savings in people with multiple sclerosis.Brain communications · 2025Trial
- Weber's Law in walking: sensory scaling is observed in multi-sensory, dynamic tasks.Scientific reports · 2026Article
- Sequential gait interventions reveal non-reciprocal transfer between instructional and sensorimotor adaptation mechanisms.Scientific reports · 2026Article
- Locomotor adaptation on a split-belt treadmill: mechanisms, modulation, and clinical utility.Journal of neurophysiology · 2026Review
- Age and self-selected walking speed impact the generalization of locomotor memories across contexts.Journal of neurophysiology · 2025Article
- Characterizing Human Perception of Speed Differences in Walking: Insights From a Drift Diffusion Model.eNeuro · 2025Article
- Article
- Understanding mechanisms of generalization following locomotor adaptation.NPJ science of learning · 2024Article
Corrections and comments
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Authors and funding
3 authors.
Funding
Abstract
Our nervous system has the remarkable ability to adapt our gait to accommodate changes in our body or surroundings. However, our adapted walking patterns often generalize only partially (or not at all) between different contexts. Here, we sought to understand how the nervous system generalizes adapted gait patterns from one context to another. Through a series of split-belt treadmill walking experiments, we evaluated different mechanistic hypotheses to explain the partial generalization of adapted gait patterns from split-belt treadmill to overground walking. In support of the credit assignment hypothesis, our experiments revealed the central finding that adaptation involves recalibration of two distinct forward models. Recalibration of the first model generalizes to overground walking, suggesting that the model represents the general movement dynamics of our body. On the other hand, recalibration of the second model does not generalize to overground walking, suggesting the model represents dynamics specific to treadmill walking. These findings reveal that there is a predefined portion of forward model recalibration that generalizes across context, leading to overall partial generalization of walking adaptation.
Identifiers
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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.