Research graph
References from BRAINet: a brain-region-aware interaction network for EEG-based diagnosis of disorders of consciousness. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
2011 · External reference
Recovery from disorders of consciousness: mechanisms, prognosis and emerging therapies
10.1038/s41582-020-00428-x · 2021 · External reference
The JFK coma recovery scale-revised: measurement characteristics and diagnostic utility
10.1016/j.apmr.2004.02.033 · 2004 · External reference
Our rapidly changing understanding of acute and chronic disorders of consciousness: challenges for neurologists
10.2217/fnl.12.77 · 2013 · External reference
Large scale screening of neural signatures of consciousness in patients in a vegetative or minimally conscious state
10.1093/brain/awu141 · 2014 · External reference
Managing disorders of consciousness: the role of electroencephalography
10.1007/s00415-020-10095-z · 2021 · External reference
How well do neural signatures of resting-state EEG detect consciousness? a large-scale clinical study
10.1002/hbm.26586 · 2024 · External reference
Neurometabolic coupling in the vegetative and minimally conscious states: preliminary findings
10.1136/jnnp.2004.045930 · 2005 · External reference
Resting-state EEG study of comatose patients: a connectivity and frequency analysis to find differences between vegetative and minimally conscious states
2012 · External reference
CRS-R score in disorders of consciousness is strongly related to spectral EEG at rest
10.1007/s00415-013-6982-3 · 2013 · External reference
EEG entropy measures indicate decrease of cortical information processing in disorders of consciousness
10.1016/j.clinph.2015.07.039 · 2016 · External reference
Sleep in patients with disorders of consciousness characterized by means of machine learning
10.1371/journal.pone.0190458 · 2018 · External reference
Relationship of critical dynamics, functional connectivity and states of consciousness in large-scale human brain networks
10.1016/j.neuroimage.2018.12.011 · 2019 · External reference
Brain network studies in chronic disorders of consciousness: advances and perspectives
10.1007/s12264-018-0243-5 · 2018 · External reference
Uncovering brain network insights for prognosis in disorders of consciousness: EEG source space analysis and brain dynamics
10.1109/tnsre.2023.3346947 · 2024 · External reference
Deep convolutional neural network for detection of disorders of consciousness
2020 · External reference
Assessment of impaired consciousness using EEG-based connectivity features and convolutional neural networks
10.1007/s11571-023-09944-0 · 2024 · External reference
Consformer: consciousness detection using transformer networks with correntropy-based measures
10.1109/tnsre.2023.3250958 · 2023 · External reference
Robust EEG-based cross-site and cross-protocol classification of states of consciousness
10.1093/brain/awy251 · 2018 · External reference
Practice guideline update recommendations summary: disorders of consciousness: report of the guideline development, dissemination and implementation subcommittee of the American Academy of Neurology; the American congress of rehabilitation medicine; and the national institute on disability, independent living and rehabilitation research
10.1212/wnl.0000000000005926 · 2018 · External reference
Disorders of consciousness: coma, vegetative and minimally conscious states
2011 · External reference
Detection of brain activation in unresponsive patients with acute brain injury
10.1056/nejmoa1812757 · 2019 · External reference
Unresponsive wakefulness syndrome
10.4449/aib.v150i2.1407 · 2012 · External reference
Neural correlates of consciousness: progress and problems
10.1038/nrn.2016.22 · 2016 · External reference
TSception: capturing temporal dynamics and spatial asymmetry from EEG for emotion recognition
10.1109/taffc.2022.3169001 · 2023 · External reference
EEGNet: a compact convolutional neural network for EEG-based brain-computer interfaces
10.1088/1741-2552/aace8c · 2018 · External reference
Deep learning with convolutional neural networks for EEG decoding and visualization
10.1002/hbm.23730 · 2017 · External reference
EEG conformer: convolutional transformer for EEG decoding and visualization
10.1109/tnsre.2022.3230250 · 2023 · External reference
Narrative review: quantitative EEG in disorders of consciousness
10.3390/brainsci11060697 · 2021 · External reference
Accuracy of EEG biomarkers in the detection of clinical outcome in disorders of consciousness after severe acquired brain injury: preliminary results of a pilot study using a machine learning approach
10.3390/biomedicines10081897 · 2022 · External reference
Characterization of network switching in disorder of consciousness at multiple time scales
10.1088/1741-2552/ab79f5 · 2020 · External reference
Altered inter-frequency dynamics of brain networks in disorder of consciousness
10.1088/1741-2552/ab8b2c · 2020 · External reference
EEG oscillatory states as neuro-phenomenology of consciousness as revealed from patients in vegetative and minimally conscious states
10.1016/j.concog.2011.10.004 · 2012 · External reference
Consciousness indexing and outcome prediction with resting-state EEG in severe disorders of consciousness
10.1007/s10548-018-0643-x · 2018 · External reference
Spatiotemporal electroencephalography microstate analysis in disorders of consciousness
2022 · External reference
EEG microstate analysis in patients with disorders of consciousness and its clinical significance
10.1007/s10548-023-00939-y · 2024 · External reference
EMOD: a unified EEG emotion representation framework leveraging V-A guided contrastive learning
10.1609/aaai.v40i21.38796 · 2026 · External reference
BrainUICL: an unsupervised individual continual learning framework for EEG applications
2025 · External reference
SPICED: a synaptic homeostasis-inspired framework for unsupervised continual EEG decoding
10.52202/085713-5117 · External reference
Tuning the mind: closed-loop emotion regulation via AIGC music driven by wearable multimodal neurofeedback
10.1109/taffc.2026.3679522 · 2026 · External reference
Cbramod: a criss-cross brain foundation model for EEG decoding
2024 · External reference
Eegmamba: an EEG foundation model with mamba
10.1016/j.neunet.2025.107816 · 2025 · External reference
DeeperBrain: a neuro-grounded EEG foundation model towards universal BCI
2026 · External reference
DOCTer: a novel EEG-based diagnosis framework for disorders of consciousness
10.1088/1741-2552/ad7904 · 2024 · External reference
DOCTer-G: a generalizable diagnosis framework for disorders of consciousness using EEG
10.1007/s11704-025-50516-8 · 2027 · External reference
A theoretically based index of consciousness independent of sensory processing and behavior
10.1126/scitranslmed.3006294 · 2013 · External reference
Spectral signatures of reorganised brain networks in disorders of consciousness
10.1371/journal.pcbi.1003887 · 2014 · External reference
Experimental and theoretical approaches to conscious processing
10.1016/j.neuron.2011.03.018 · 2011 · External reference
An information integration theory of consciousness
10.1186/1471-2202-5-42 · 2004 · External reference
Attention is all you need
2017 · External reference
Nonlinear dynamical analysis of EEG and MEG: review of an emerging field
10.1016/j.clinph.2005.06.011 · 2005 · External reference
Approximate entropy as a measure of system complexity
10.1073/pnas.88.6.2297 · 1991 · External reference
Complexity of multi-dimensional spontaneous EEG decreases during propofol induced general anaesthesia
10.1371/journal.pone.0133532 · 2015 · External reference
The repetition of behavioral assessments in diagnosis of disorders of consciousness
10.1002/ana.24962 · 2017 · External reference
Are the neural correlates of consciousness in the front or in the back of the cerebral cortex? clinical and neuroimaging evidence
10.1523/jneurosci.3218-16.2017 · 2017 · External reference
Visualizing data using t-SNE
2008 · External reference
UMAP: uniform manifold approximation and projection for dimension reduction
2020 · External reference
The minimally conscious state: definition and diagnostic criteria
10.1212/wnl.58.3.349 · 2002 · External reference
Brain function in coma, vegetative state and related disorders
10.1016/s1474-4422(04)00852-x · 2004 · External reference