Deep Neural Networks Can Accurately Detect Blood Loss and Hemorrhage Control Task Success From Video.

Journal: Neurosurgery
PMID:

Abstract

BACKGROUND: Deep neural networks (DNNs) have not been proven to detect blood loss (BL) or predict surgeon performance from video.

Authors

  • Guillaume Kugener
    Department of Neurosurgery, Keck School of Medicine, University of Southern California, Los Angeles, California, USA.
  • Yichao Zhu
    Department of Neurosurgery, Keck School of Medicine of the University of Southern California, Los Angeles, California, USA.
  • Dhiraj J Pangal
    Department of Neurosurgery, Keck School of Medicine, University of Southern California, Los Angeles, California, USA. Electronic address: pangal@usc.edu.
  • Aditya Sinha
    Department of Neurosurgery, Keck School of Medicine of the University of Southern California, Los Angeles, California, USA.
  • Nicholas Markarian
    Department of Neurosurgery, Keck School of Medicine of the University of Southern California, Los Angeles, California, USA.
  • Arman Roshannai
    Department of Neurosurgery, Keck School of Medicine of the University of Southern California, Los Angeles, California, USA.
  • Justin Chan
    Department of Neurosurgery, Keck School of Medicine of the University of Southern California, Los Angeles, California, USA.
  • Animashree Anandkumar
    Department of Computing & Mathematical Sciences, Caltech, Pasadena, CA.
  • Andrew J Hung
    Center for Robotic Simulation & Education, Catherine & Joseph Aresty Department of Urology, University of Southern California Institute of Urology, Los Angeles, California. Electronic address: Andrew.Hung@med.usc.edu.
  • Bozena B Wrobel
    Caruso Department of Otolaryngology-Head and Neck Surgery, Keck School of Medicine, University of Southern California, Los Angeles, California, USA.
  • Gabriel Zada
    Department of Neurological Surgery, Keck School of Medicine, University of Southern California, Los Angeles, CA, United States of America.
  • Daniel A Donoho
    Department of Neurosurgery, Keck School of Medicine, University of Southern California, Los Angeles, California, USA; Division of Neurosurgery, Department of Surgery, Texas Children's Hospital, Baylor College of Medicine, Houston, Texas, USA.