ArticleScientific reports2024
Training-related changes in neural beta oscillations associated with implicit and explicit motor sequence learning.
Article in Scientific reports, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 1 of them a synthesis that pooled it.
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Who cites it
9 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Oscillatory dynamics of motor learning across adulthood life span: a systematic review.Frontiers in aging neuroscience · 2025Pooled it
- Behaviourally driven closed-loop beta-tACS enhances beta activity and motor behaviour.Nature communications · 2026Article
- Task-Based EEG Neurofeedback Enhances Training Effects in Dynamic Visual Search.Applied psychophysiology and biofeedback · 2026Article
- Mindful Embodied Movement: Study Protocol for a 12-Week Modern Dance-Mindfulness Intervention and Mixed-Methods Randomized Controlled Trial in Recreational Adult Dancers.Methods and protocols · 2026Article
- Absence of evidence for post-training tDCS effects on motor memory consolidation and premotor-primary motor cortex interaction: a resting-state EEG study.Frontiers in human neuroscience · 2026Article
- Linking movement-related beta oscillations to cortical excitability, structural damage, and fatigue in multiple sclerosis.Brain communications · 2026Article
- Mapping EEG Metrics to Human Affective and Cognitive Models: An Interdisciplinary Scoping Review from a Cognitive Neuroscience Perspective.Biomimetics (Basel, Switzerland) · 2025Review
- Test-retest reliability of kinematic and EEG low-beta spectral features in a robot-based arm movement task.Biomedical physics & engineering express · 2025Article
- Faster implicit motor sequence learning of new sequences compatible in terms of movement transitions.NPJ science of learning · 2025Article
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Authors and funding
2 authors.
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Abstract
Many motor actions we perform have a sequential nature while learning a motor sequence involves both implicit and explicit processes. In this work, we developed a task design where participants concurrently learn an implicit and an explicit motor sequence across five training sessions, with EEG recordings at sessions 1 and 5. This intra-subject approach allowed us to study training-induced behavioral and neural changes specific to the explicit and implicit components. Based on previous reports of beta power modulations in sensorimotor networks related to sequence learning, we focused our analysis on beta oscillations at motor-cortical sites. On a behavioral level, substantial performance gains were evident early in learning in the explicit condition, plus slower performance gains across training sessions in both explicit and implicit sequence learning. Consistent with the behavioral trends, we observed a training-related increase in beta power in both sequence learning conditions, while the explicit condition displayed stronger beta power suppression during early learning. The initially stronger beta suppression and subsequent increase in beta power specific to the explicit component, correlated with enhanced behavioral performance, possibly reflecting higher cortical excitability. Our study suggests an involvement of motor-cortical beta oscillations in the explicit component of motor sequence learning.
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