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Sports Medicine Commons

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Full-Text Articles in Sports Medicine

Machine Learning To Predict Sports-Related Concussion Recovery Using Clinical Data, Yan Chu, Gregory Knell, Riley P. Brayton, Scott O. Burkhart, Xiaoqian Jiang, Shayan Shams Feb 2022

Machine Learning To Predict Sports-Related Concussion Recovery Using Clinical Data, Yan Chu, Gregory Knell, Riley P. Brayton, Scott O. Burkhart, Xiaoqian Jiang, Shayan Shams

Faculty Research, Scholarly, and Creative Activity

Objectives
Sport-related concussions (SRCs) are a concern for high school athletes. Understanding factors contributing to SRC recovery time may improve clinical management. However, the complexity of the many clinical measures of concussion data precludes many traditional methods. This study aimed to answer the question, what is the utility of modeling clinical concussion data using machine-learning algorithms for predicting SRC recovery time and protracted recovery?
Methods
This was a retrospective case series of participants aged 8 to 18 years with a diagnosis of SRC. A 6-part measure was administered to assess pre-injury risk factors, initial injury severity, and post-concussion symptoms, including …


Social Support From The Athletic Trainer And Symptoms Of Depression And Anxiety At Return To Play, Jingzhen Yang, Julie T. Schaefer, Ni Zhang, Tracey Covassin, Kele Ding, Erin Heiden Dec 2014

Social Support From The Athletic Trainer And Symptoms Of Depression And Anxiety At Return To Play, Jingzhen Yang, Julie T. Schaefer, Ni Zhang, Tracey Covassin, Kele Ding, Erin Heiden

Faculty Research, Scholarly, and Creative Activity

No abstract provided.