Evaluation of artificial intelligence systems for assisting neurologists with fast and accurate annotations of scalp electroencephalography data.

Journal: EBioMedicine
Published Date: Mar 18, 2021

Abstract

BACKGROUND: Assistive automatic seizure detection can empower human annotators to shorten patient monitoring data review times. We present a proof-of-concept for a seizure detection system that is sensitive, automated, patient-specific, and tunable to maximise sensitivity while minimizing human annotation times. The system uses custom data preparation methods, deep learning analytics and electroencephalography (EEG) data.

Authors

  • Subhrajit Roy
    IBM Research - Australia, 204 Lygon Street, 3053 Carlton, VIC, Australia.
  • Isabell Kiral
    IBM Research, Melbourne, Australia.
  • Mahtab Mirmomeni
    IBM Research, Melbourne, Australia.
  • Todd Mummert
    IBM Research, T. J. Watson Research Center, USA.
  • Alan Braz
    IBM Research, T. J. Watson Research Center, USA.
  • Jason Tsay
    IBM Research, T. J. Watson Research Center, USA.
  • Jianbin Tang
    IBM Research, Melbourne, Australia.
  • Umar Asif
    IBM Research Australia, Melbourne, Australia.
  • Thomas Schaffter
    Computational Oncology, Sage Bionetworks, Seattle, Washington.
  • Mehmet Eren Ahsen
    Department of Business Administration, University of Illinois at Urbana Champaign, Champaign, Illinois.
  • Toshiya Iwamori
    IBM Research-Tokyo, Japan.
  • Hiroki Yanagisawa
    IBM Research, Tokyo, Japan.
  • Hasan Poonawala
    IBM Research, Singapore.
  • Piyush Madan
    IBM Research, USA.
  • Yong Qin
    IBM Research, Beijing, China.
  • Joseph Picone
    College of Engineering, Temple University, Philadelphia, USA.
  • Iyad Obeid
    Department of Electrical Engineering, Temple University, Philadelphia, PA, USA.
  • Bruno De Assis Marques
    IBM Research, Melbourne, Australia.
  • Stefan Maetschke
    IBM Research Australia, Melbourne, VIC, Australia.
  • Rania Khalaf
    IBM-MIT AI Lab, Cambridge, USA.
  • Michal Rosen-Zvi
    IBM Research-Haifa, Haifa, Israel.
  • Gustavo Stolovitzky
    Thomas J. Watson Research Center, IBM, Yorktown Heights, NY, USA.
  • Stefan Harrer
    IBM Research - Australia, 204 Lygon Street, 3053 Carlton, VIC, Australia. Electronic address: sharrer@au.ibm.com.

Keywords

External Resources

Popular Topics
Recent Journals