Resting-state magnetoencephalography source magnitude imaging with deep-learning neural network for classification of symptomatic combat-related mild traumatic brain injury

Resting-state magnetoencephalography source magnitude imaging with deep-learning neural network for classification of symptomatic combat-related mild traumatic brain injury

Combat-related mild traumatic brain injury (cmTBI) is a leading cause of sustained physical, cognitive, emotional, and behavioral disabilities in Veterans and active-duty military personnel. Accurate diagnosis of cmTBI is challenging since the symptom spectrum is broad and conventional neuroimaging...

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Bibliographic Details
Main Authors: Angeles-Quinto, A. (Author), Baker, D.G (Author), Cheng, C.-K (Author), Drake, A. (Author), Dynes, R. (Author), Foote, E. (Author), Hansen, H.B (Author), Harrington, D.L (Author), Huang, C.W (Author), Huang, J.W (Author), Huang, M.-X (Author), Ji, Z. (Author), Le, L. (Author), Lee, R.R (Author), Lerman, I. (Author), Matthews, S. (Author), Naviaux, R.K (Author), Nichols, S. (Author), Rimmele, C. (Author), Robb-Swan, A. (Author), Shen, Q. (Author), Song, T. (Author), Yurgil, K.A (Author)
Format: Article
Language:English
Published: John Wiley and Sons Inc 2021
Subjects:
adult
Adult
Article
battle injury
brain concussion
Brain Concussion
clinical feature
Combat Disorders
connectome
Connectome
controlled study
deep learning
Deep Learning
Delis-Kaplan executive function system
delta rhythm
diagnostic accuracy
diagnostic imaging
diagnostic test accuracy study
female
gamma rhythm
human
Humans
machine learning
magnetoencephalography
Magnetoencephalography
major clinical study
male
Male
military service members
neuroimaging
neuropsychological test
neuropsychology
pathophysiology
posttraumatic stress disorder
priority journal
procedures
resting state magnetoencephalography
resting-state MEG
sensitivity and specificity
Sensitivity and Specificity
task performance
theta rhythm
three-dimensional imaging
traumatic brain injury
Veterans
Wechsler adult intelligence scale
young adult
Young Adult
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