ArticleJournal of neuroengineering and rehabilitation2022
Increased cognitive load in immersive virtual reality during visuomotor adaptation is associated with decreased long-term retention and context transfer.
Article in Journal of neuroengineering and rehabilitation, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers.
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Who cites it
19 citing papers in PubMed, 76 citations in OpenAlex.
- Impact of action observation therapy on motor and cognitive outcomes in older adults with mild cognitive impairment: a randomized controlled study.Frontiers in public health · 2025Trial
- Evaluating knowledge acquisition, confidence, and cognitive workload in immersive virtual reality anatomy education: a prospective study of medical students.Surgical and radiologic anatomy : SRA · 2026Article
- Effect of virtual reality environment complexity on tolerance and locomotor performance in healthy subjects.Scientific reports · 2026Article
- Attention mechanism-enhanced virtual reality scene generation for innovation and entrepreneurship education with cognitive load balancing.Scientific reports · 2026Article
- Task demands shift motor learning from adaptation to feedback control in a naturalistic bimanual task.bioRxiv : the preprint server for biology · 2026Article
- Restorative benefits of nature-related wooden elements in virtual reality settings for visual (eye-tracking) attention, performance, and experience.Scientific reports · 2026Article
- EEG-based monitoring of mental fatigue during virtual-reality motor imagery tasks.Frontiers in behavioral neuroscience · 2026Article
- Article
- Gamification and Virtual Reality for Enhancing Disaster Preparedness Among University Students and Health Workers: A Scoping Review.Journal of multidisciplinary healthcare · 2026Review
- Cognitive Load Measurement of Using Virtual Reality Headset (Oculus Rift CV1) to Enrich the Anatomy Course and Increase Motivation Among Medical Students.Medical science educator · 2025Article
- Spatial Guidance Overrides Dynamic Saliency in VR: An Eye-Tracking Study on Gestalt Grouping Mechanisms and Visual Attention Patterns.Journal of eye movement research · 2025Article
- Get in the Virtual Hole! Examination of Gaze and Performance of Experts, Athletes, and Novices While Putting in Virtual Reality and in the Real-World.European journal of sport science · 2025Article
- Measuring neurodevelopment of inhibitory control in children using naturalistic virtual reality.Scientific reports · 2025Article
- Sense of ownership is linked to the speed of visuomotor adaptation in virtual reality but not to generalization, intermanual transfer, or aftereffects.Scientific reports · 2025Article
- How Performing Chest Compressions Influences Mental Arithmetic Capabilities: A Randomized Cross-Over Trial.Journal of clinical medicine · 2025Article
- Optimizing immersive learning in crisis management: cognitive and psychological mechanisms of VR training.Frontiers in psychology · 2025Article
- Improving Post-Stroke Cognitive Impairment via Cognitive and Motor Dual Task Gait Training: Potential Mechanisms and Clinical Value.Neuropsychiatric disease and treatment · 2025Review
- Attentional capacity matters for visuomotor adaptation to a virtual reality driving simulator.Scientific reports · 2024Article
- Student ultrasound education, current view and controversies. Role of Artificial Intelligence, Virtual Reality and telemedicine.The ultrasound journal · 2024Review
Corrections and comments
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Authors and funding
3 authors at 1 institution in 1 country.
Funding
Abstract
backgroundComplex motor tasks in immersive virtual reality using a head-mounted display (HMD-VR) have been shown to increase cognitive load and decrease motor performance compared to conventional computer screens (CS). Separately, visuomotor adaptation in HMD-VR has been shown to recruit more explicit, cognitive strategies, resulting in decreased implicit mechanisms thought to contribute to motor memory formation. However, it is unclear whether visuomotor adaptation in HMD-VR increases cognitive load and whether cognitive load is related to explicit mechanisms and long-term motor memory formation.
methodsWe randomized 36 healthy participants into three equal groups. All groups completed an established visuomotor adaptation task measuring explicit and implicit mechanisms, combined with a dual-task probe measuring cognitive load. Then, all groups returned after 24-h to measure retention of the overall adaptation. One group completed both training and retention tasks in CS (measuring long-term retention in a CS environment), one group completed both training and retention tasks in HMD-VR (measuring long-term retention in an HMD-VR environment), and one group completed the training task in HMD-VR and the retention task in CS (measuring context transfer from an HMD-VR environment). A Generalized Linear Mixed-Effect Model (GLMM) was used to compare cognitive load between CS and HMD-VR during visuomotor adaptation, t-tests were used to compare overall adaptation and explicit and implicit mechanisms between CS and HMD-VR training environments, and ANOVAs were used to compare group differences in long-term retention and context transfer.
resultsCognitive load was found to be greater in HMD-VR than in CS. This increased cognitive load was related to decreased use of explicit, cognitive mechanisms early in adaptation. Moreover, increased cognitive load was also related to decreased long-term motor memory formation. Finally, training in HMD-VR resulted in decreased long-term retention and context transfer.
conclusionsOur findings show that cognitive load increases in HMD-VR and relates to explicit learning and long-term motor memory formation during motor learning. Future studies should examine what factors cause increased cognitive load in HMD-VR motor learning and whether this impacts HMD-VR training and long-term retention in clinical populations.
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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.