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Computational Methods for Resting-State EEG of Patients With Disorders of Consciousness
- Source :
- Frontiers in Neuroscience, Frontiers in Neuroscience, Vol 13 (2019)
- Publication Year :
- 2019
-
Abstract
- Patients who survive brain injuries may develop Disorders of Consciousness (DOC) such as Coma, Vegetative State (VS) or Minimally Conscious State (MCS). Unfortunately, the rate of misdiagnosis between VS and MCS due to clinical judgment is high. Therefore, diagnostic decision support systems aiming to correct any differentiation between VS and MCS are essential for the characterization of an adequate treatment and an effective prognosis. In recent decades, there has been a growing interest in the new EEG computational techniques. We have reviewed how resting-state EEG is computationally analyzed to support differential diagnosis between VS and MCS in view of applicability of these methods in clinical practice. The studies available so far have used different techniques and analyses; it is therefore hard to draw general conclusions. Studies using a discriminant analysis with a combination of various factors and reporting a cut-off are among the most interesting ones for a future clinical application.
- Subjects :
- Decision support system
medicine.medical_specialty
VS
Resting state analysis
Mini Review
Disorders of consciousness
Computational methods
Deep learning
DOC
EEG
Machine learning
MCS
Electroencephalography
050105 experimental psychology
ING-INF/05 - SISTEMI DI ELABORAZIONE DELLE INFORMAZIONI
lcsh:RC321-571
03 medical and health sciences
computational methods
0302 clinical medicine
Medicine
0501 psychology and cognitive sciences
Intensive care medicine
lcsh:Neurosciences. Biological psychiatry. Neuropsychiatry
Coma
machine learning
resting state analysis
deep learning
Settore INF/01 - Informatica
medicine.diagnostic_test
business.industry
General Neuroscience
05 social sciences
Minimally conscious state
INF/01 - INFORMATICA
Correction
Resting state analysi
medicine.disease
Linear discriminant analysis
Computational method
humanities
Resting state eeg
Differential diagnosis
medicine.symptom
business
030217 neurology & neurosurgery
Neuroscience
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Frontiers in Neuroscience, Frontiers in Neuroscience, Vol 13 (2019)
- Accession number :
- edsair.doi.dedup.....b13c5e50a88f7830993efba40d663711