Automatically determining cause of death from verbal autopsy narratives.

Journal: BMC medical informatics and decision making
Published Date:

Abstract

BACKGROUND: A verbal autopsy (VA) is a post-hoc written interview report of the symptoms preceding a person's death in cases where no official cause of death (CoD) was determined by a physician. Current leading automated VA coding methods primarily use structured data from VAs to assign a CoD category. We present a method to automatically determine CoD categories from VA free-text narratives alone.

Authors

  • Serena Jeblee
    Department of Computer Science, University of Toronto, Toronto, Canada. sjeblee@cs.toronto.edu.
  • Mireille Gomes
    Centre for Global Health Research, St.Michael's Hospital, Toronto, Canada.
  • Prabhat Jha
    Centre for Global Health Research, St.Michael's Hospital, Toronto, Canada.
  • Frank Rudzicz
    University of Toronto, Toronto, Canada.
  • Graeme Hirst
    Department of Computer Science, University of Toronto, Toronto, Canada.