ArticleFrontiers in neuroscience2021
Using Muse: Rapid Mobile Assessment of Brain Performance.
Article in Frontiers in neuroscience, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 33 papers, 2 of them syntheses that pooled it.
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Who cites it
33 citing papers in PubMed, 2 syntheses or guidelines pooled it, 94 citations in OpenAlex.
- Consumer-Grade Neurofeedback With Mindfulness Meditation: Meta-Analysis.Journal of medical Internet research · 2025Pooled it
- Non-invasive canine electroencephalography (EEG): a systematic review.BMC veterinary research · 2025Pooled it
- Efficacy of neurofeedback-assisted mindfulness for anxiety and nomophobia in Spanish young adults: a randomized controlled trial.Frontiers in public health · 2025Trial
- Psychobiological Correlates of Instructed Deceptive Responding: An Exploratory EEG Study.Behavioral sciences (Basel, Switzerland) · 2026Article
- Validation of portable, semi-dry electrode-based electroencephalography device for its application in brain-computer interface solutions.Scientific reports · 2026Article
- Longitudinal Effects of Mindfulness Combined with Gratitude Touch on Anxiety, Depression, and Stress: A 12-Month Portable EEG-Based Study.Brain sciences · 2026Article
- Strategy and Motivation, Rather Than Fatigue, Drive Age-Related Differences in Sustained Attention Performance: Evidence for Decoupled Beta-Band Oscillations.The European journal of neuroscience · 2026Article
- Instructional modality influences neurocognitive engagement during moral learning.Scientific reports · 2025Article
- An in-flight multimodal data collection method for assessing pilot cognitive states and performance in general aviation.MethodsX · 2025Article
- Task evoked EEG reveals neural processing differences in aphantasia.Scientific reports · 2025Article
- Using EEG to Assess Cognitive Fatigue in Real Time: A Medical Simulation Study.Medical science educator · 2025Article
- Experience-based risk taking is primarily shaped by prior learning rather than by decision-making.Nature communications · 2025Article
- Dataset of 37-subject EEG recordings using a low-cost mobile EEG headset during a semantic relatedness judgment task.Data in brief · 2025Article
- Portable EEG in groups shows increased brain coupling to strong health messages.Social cognitive and affective neuroscience · 2024Article
- Exploring the Utility of the Muse Headset for Capturing the N400: Dependability and Single-Trial Analysis.Sensors (Basel, Switzerland) · 2024Article
- Decoding influences of indoor temperature and light on neural activity: entropy analysis of electroencephalographic signals.Pflugers Archiv : European journal of physiology · 2024Article
- HEROIC: a platform for remote collection of electroencephalographic data using consumer-grade brain wearables.BMC bioinformatics · 2024Article
- Redesigning Pharmacy to Improve Public Health Outcomes: Expanding Retail Spaces for Digital Therapeutics to Replace Consumer Products That Increase Mortality and Morbidity Risks.Pharmacy (Basel, Switzerland) · 2024Article
- Decisional brain of lawyers at the workplace. A neurolaw pilot study.Cognitive neurodynamics · 2024Article
- Neurocognitive responses to spatial design behaviors and tools among interior architecture students: a pilot study.Scientific reports · 2024Article
Corrections and comments
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Authors and funding
7 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The advent of mobile electroencephalography (mEEG) has created a means for large scale collection of neural data thus affording a deeper insight into cognitive phenomena such as cognitive fatigue. Cognitive fatigue - a neural state that is associated with an increased incidence of errorful performance - is responsible for accidents on a daily basis which at times can cost human lives. To gain better insight into the neural signature of cognitive fatigue in the present study we used mEEG to examine the relationship between perceived cognitive fatigue and human-event related brain potentials (ERPs) and electroencephalographic (EEG) oscillations in a sample of 1,000 people. As a secondary goal, we wanted to further demonstrate the capability of mEEG to accurately measure ERP and EEG data. To accomplish these goals, participants performed a standard visual oddball task on an Apple iPad while EEG data were recorded from a Muse EEG headband. Counter to traditional EEG studies, experimental setup and data collection was completed in less than seven minutes on average. An analysis of our EEG data revealed robust N200 and P300 ERP components and neural oscillations in the delta, theta, alpha, and beta bands. In line with previous findings we observed correlations between ERP components and EEG power and perceived cognitive fatigue. Further, we demonstrate here that a linear combination of ERP and EEG features is a significantly better predictor of perceived cognitive fatigue than any ERP or EEG feature on its own. In sum, our results provide validation of mEEG as a viable tool for research and provide further insight into the impact of cognitive fatigue on the human brain.
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