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Predicting Risk of Sport-Related Concussion in Collegiate Athletes and Military Cadets: A Machine Learning Approach Using Baseline Data from the CARE Consortium Study.

Joel CastellanosCheng Perng PhooJames T EcknerLea FrancoSteven P BroglioMike McCreaThomas McAllisterJenna Wiensnull null
Published in: Sports medicine (Auckland, N.Z.) (2021)
This predictive model using only baseline data identified athletes and cadets who would go on to sustain sport-related concussion with comparable accuracy to many existing concussion assessment tools for identifying concussion. Furthermore, this study provides insight into potential concussion risk and protective factors.
Keyphrases
  • high school
  • mild traumatic brain injury
  • machine learning
  • healthcare
  • big data
  • electronic health record
  • body composition
  • palliative care
  • risk assessment
  • deep learning
  • chronic pain
  • posttraumatic stress disorder