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On-Field Evaluation of Mouthpiece-and-Helmet-Mounted Sensor Data from Head Kinematics in Football.

Ty D HolcombMadison E MarksN Stewart PritchardLogan E MillerSteve RowsonGarrett S BullockJillian E UrbanJoel D Stitzel
Published in: Annals of biomedical engineering (2024)
If the mouthpiece-based sensor is considered close to truth, the results of this study are consistent with previous HIT System validation studies indicating low error on average but high scatter across individual events. Future researchers should be mindful of sensor limitations when comparing results collected using varying sensor technologies.
Keyphrases
  • machine learning
  • obstructive sleep apnea
  • deep learning
  • optic nerve
  • optical coherence tomography