Publication | Closed Access
An EEG Severity Index of Traumatic Brain Injury
172
Citations
22
References
2001
Year
Traumatic Brain InjuryNeuropsychologyBrain LesionCognitive RehabilitationSocial SciencesDiscriminant AnalysisEeg Spectral AnalysesBrain InjuryNeurologyCognitive ElectrophysiologyNeurorehabilitationEeg Severity IndexNeuroimagingRehabilitationRapid Trauma AssessmentEeg Signal ProcessingConcussionMedicineEmergency Medicine
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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