ArticleCognitive neurodynamics2019
A cognitive brain-computer interface monitoring sustained attentional variations during a continuous task.
Article in Cognitive neurodynamics, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
21 citing papers in PubMed.
- PDC-Net: A Prefrontal Dual-Channel Network with Gated Mamba Interaction for Cross-Subject Visual Attentional State Decoding.Brain sciences · 2026Article
- Full-Stack Architectures for Intelligent Brain-Computer Interfaces.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Review
- [Prospects and technical challenges of non-invasive brain-computer interfaces in manned space missions].Zhong nan da xue xue bao. Yi xue ban = Journal of Central South University. Medical sciences · 2025Article
- Article
- Color and brightness at work: Shedding some light on mind wandering.Brain and behavior · 2024Article
- Benefits of Zero-Phase or Linear Phase Filters to Design Multiscale Entropy: Theory and Application.Entropy (Basel, Switzerland) · 2024Article
- Evaluation of Single-Trial Classification to Control a Visual ERP-BCI under a Situation Awareness Scenario.Brain sciences · 2023Article
- Measurement of craving among gamers with internet gaming disorder using repeated presentations of game videos: a resting-state electroencephalography study.BMC public health · 2023Article
- BCI system with lower-limb robot improves rehabilitation in spinal cord injury patients through short-term training: a pilot study.Cognitive neurodynamics · 2022Article
- LEDPatNet19: Automated Emotion Recognition Model based on Nonlinear LED Pattern Feature Extraction Function using EEG Signals.Cognitive neurodynamics · 2022Article
- EEG-based measurement system for monitoring student engagement in learning 4.0.Scientific reports · 2022Article
- EEG based cognitive task classification using multifractal detrended fluctuation analysis.Cognitive neurodynamics · 2021Article
- Brain-Computer Interface: Advancement and Challenges.Sensors (Basel, Switzerland) · 2021Review
- Review of brain encoding and decoding mechanisms for EEG-based brain-computer interface.Cognitive neurodynamics · 2021Review
- Neural mechanism of visual information degradation from retina to V1 area.Cognitive neurodynamics · 2021Article
- Novel channel selection method based on position priori weighted permutation entropy and binary gravity search algorithm.Cognitive neurodynamics · 2021Article
- Frontal EEG-Based Multi-Level Attention States Recognition Using Dynamical Complexity and Extreme Gradient Boosting.Frontiers in human neuroscience · 2021Article
- Balanced difficulty task finder: an adaptive recommendation method for learning tasks based on the concept of state of flow.Cognitive neurodynamics · 2020Article
- Intra-individual association between C-reactive protein and insulin administration in postoperative lumbar spinal canal stenosis patients: A retrospective cohort study.Journal of diabetes investigation · 2020Article
- A brain-computer interface for the continuous, real-time monitoring of working memory load in real-world environments.Cognitive neurodynamics · 2020Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
We introduce a cognitive brain-computer interface based on a continuous performance task for the monitoring of variations of visual sustained attention, i.e. the self-directed maintenance of cognitive focus in non-arousing conditions while possibly ignoring distractors and avoiding mind wandering. We introduce a visual sustained attention continuous performance task with three levels of task difficulty. Pairwise discrimination of these task difficulties from electroencephalographic features was performed using a leave-one-subject-out cross validation approach. Features were selected using the orthogonal forward regression supervised feature selection method. Cognitive load was best predicted using a combination of prefrontal theta power, broad spatial range gamma power, fronto-central beta power, and fronto-central alpha power. Generalization performance estimates for pairwise classification of task difficulty using these features reached 75% for 5 s epochs, and 85% for 30 s epochs.
Indexed as
Identifiers
What OpenQuestion holds
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.