Article
Enhancing the golden hour: classification of traumatic brain injury, severity, and concomitant clinical phenotypes using prehospital continuous physiological data during air transport.
Physiological measurement - 3 Aug 2026
Woodward Matthew R, Yang Shiming, Somalinga Mayur, Dalton Kenneth, Felix Ryan B, Podell Jamie, Chen Lujie, Schwartzbauer Gary, Teeter William, Floccare Doug, Hu Peter, Badjatia Neeraj
Abstract excerpt
Background.During emergency transport, clinical assessment and vital signs (VS) may lack the sensitivity to identify traumatic brain injury (TBI) and identify specific TBI subtypes which may have implications for triaging and timely delivery of life-saving interventions.Objective.To evaluate the ability of machine learning (ML) algorithms to identify the presence of TBI with or without specific important...
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