Epilepsy surgery candidate identification with artificial intelligence: An implementation study.

Journal: Journal of clinical neuroscience : official journal of the Neurosurgical Society of Australasia
PMID: 39987762

Abstract

BACKGROUND: To (a) evaluate the effect of a machine learning algorithm in the identification of patients suitable for epilepsy surgery evaluation, and (b) examine the performance of a large language model (LLM) in the collation of key pieces of information pertaining to epilepsy surgery evaluation referral.

Authors

  • Sheryn Tan
    University of Adelaide, Adelaide, South Australia, Australia.
  • Rudy Goh
    Health and Information, Adelaide, South Australia, Australia; Royal Adelaide Hospital, Adelaide, South Australia, Australia; University of Adelaide, Adelaide, South Australia, Australia.
  • Alexander Wright
    Leeds Teaching Hospitals NHS Trust, Leeds, UK.
  • Jeng Swen Ng
    University of Adelaide, Adelaide, SA 5005, Australia.
  • Lewis Hains
    University of Adelaide, Adelaide, South Australia, Australia.
  • Joshua Kovoor
    Faculty of Health and Medical Sciences, Adelaide Medical School, University of Adelaide, Adelaide, SA 5000 Australia.
  • Brandon Stretton
    Faculty of Health and Medical Sciences, Adelaide Medical School, University of Adelaide, Adelaide, SA 5000 Australia.
  • Andrew E C Booth
    SA Health, Adelaide, SA, 5000, Australia.
  • Shrirajh Satheakeerthy
    SA Health, Adelaide, SA, 5000, Australia.
  • Sarah Howson
    SA Health, Adelaide, SA, 5000, Australia.
  • Shaun Evans
    SA Health, Adelaide, SA, 5000, Australia.
  • Aashray Gupta
    Adelaide Medical School, The University of Adelaide, Adelaide, South Australia, Australia.
  • Christopher Ovenden
    Royal Adelaide Hospital, Adelaide, SA 5000, Australia.
  • James Triplett
    University of Adelaide, Adelaide, SA 5005, Australia; Flinders Medical Centre, Bedford Park, SA 5042, Australia.
  • Ishith Seth
    Department of Plastic Surgery Peninsula Health Melbourne Victoria Australia.
  • Erin Kelly
    Canon Medical Systems USA, Inc., 2441 Michelle Drive, Tustin, CA, 92780, USA.
  • Michelle Kiley
    Royal Adelaide Hospital, Adelaide, SA 5000, Australia.
  • Amal Abou-Hamden
    Royal Adelaide Hospital, South Australia, Australia; University of Adelaide, South Australia, Australia.
  • Toby Gilbert
    Neurology Department, Royal Adelaide Hospital, Port Road, Adelaide, SA, 5000, Australia.
  • John Maddison
    Institute for Cancer Genetics and Informatics, Oslo University Hospital, Oslo, Norway.
  • Samuel Gluck
    Neurology Department, Royal Adelaide Hospital, Port Road, Adelaide, SA, 5000, Australia.
  • Stephen Bacchi
    Faculty of Health and Medical Sciences, Adelaide Medical School, University of Adelaide, Adelaide, SA 5000 Australia.

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