CAISR: Achieving Human-Level Performance in Automated Sleep Analysis Across All Clinical Sleep Metrics.

Journal: Sleep
Published Date:

Abstract

STUDY OBJECTIVES: To develop and validate a Complete Artificial Intelligence Sleep Report system (CAISR), a system for comprehensive automated sleep analysis, including sleep staging, arousal detection, apnea identification, and limb movement analysis.

Authors

  • Samaneh Nasiri
    Department of Neurology, Beth Israel Deaconess Medical Center, Boston, MA, USA.
  • Wolfgang Ganglberger
    Department of Neurology, Massachusetts General Hospital, Boston, MA.
  • Thijs Nassi
    Department of Neurology, Beth Israel Deaconess Medical Center, Boston, MA, USA.
  • Erik-Jan Meulenbrugge
    Department of Neurology, Beth Israel Deaconess Medical Center, Boston, MA, USA.
  • Valdery Moura Junior
    Department of Neurology, Massachusetts General Hospital, Boston, MA, USA.
  • Manohar Ghanta
    Department of Neurology, Massachusetts General Hospital, Boston, MA.
  • Aditya Gupta
    Department of E & TC Engineering, College of Engineering, Pune, India.
  • Katie L Stone
    California Pacific Medical Center, Research Institute, San Francisco.
  • Magnus Ruud Kjaer
    Stanford University, Palo Alto, CA, USA.
  • Oliver Sum-Ping
    Stanford University, Palo Alto, CA, USA.
  • Emmanuel Mignot
    Center for Sleep Sciences and Medicine, Stanford School of Medicine, Palo Alto, CA, USA.
  • Dennis Hwang
    Southern California Permanente Medical Group, Los Angeles, California.
  • Lynn Marie Trotti
    Emory University, Atlanta, GA, United States.
  • Gari D Clifford
    Department of Biomedical Informatics, Emory University, Atlanta, GA, United States.
  • Umakanth Katwa
    Boston Children's Hospital, Boston, MA, United States.
  • Haoqi Sun
    Neurology Department, Massachusetts General Hospital, Wang 720, Boston, MA, USA.
  • Robert J Thomas
    Division of Pulmonary, Critical Care & Sleep, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, MA.
  • M Brandon Westover
    Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts.

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