Journal of Neuropsychiatry · 2001 · 172 citations · 22 references
MedicineNeurologyNeuroscienceCognitive NeuroscienceNeuropsychologyTrauma-related DisordersElectroencephalographic MonitoringElectroencephalographyTraumatic Brain InjuryClassification AccuracyClassification Accuracy AnalysisClassification Accuracy AssessmentGlasgow Coma Scale AssessmentNeuropsychological Test ValidationSensitivitySeverity Index MeasurementTraumatic Brain Injury Severity Assessment
EEG spectral analyses were conducted from 19 scalp locations for patients with mild (n=40), moderate (n=25), and severe (n=43) traumatic brain injury (TBI), 15 days to 4 years after injury. Severity of TBI was judged by emergency hospital admission records (Glasgow Coma Score and duration of coma and amnesia). Highest-loading EEG variables on each factor that differed significantly between severe and mild TBI by univariate t-test were entered into a multivariate discriminant analysis, yielding 16 variables. Discriminant analysis between mild and severe TBI groups showed classification accuracy of 96.39%, sensitivity 95.45%, and specificity 97.44%. The EEG discriminant score also measured intermediate severity in moderate TBI patients. Results were cross-validated in 503 VA patients. Significant correlations between EEG discriminant scores, emergency admission measures, and post-trauma neuropsychological test scores validated the discriminant function as an index of severity of injury and a classifier of the extremes of severity.
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ASSESSMENT OF COMA AND IMPAIRED CONSCIOUSNESS
Graham M. Teasdale, Bryan Jennett · The Lancet · 1974 · 13.1K citations
Disability Caused by Minor Head Injury
Rebecca W. Rimel, Bruno Giordani, Jeffrey T. Barth et al. · Neurosurgery · 1981 · 953 citations
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Neurometrics: Computer-Assisted Differential Diagnosis of Brain Dysfunctions
E. Roy John, L.S. Prichep, J. Fridman et al. · Science · 1988 · 554 citations
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