A Quantitative Comparison Between Human and Artificial Intelligence in the Detection of Focal Cortical Dysplasia.

Journal: Investigative radiology
PMID:

Abstract

OBJECTIVES: Artificial intelligence (AI) is thought to improve lesion detection. However, a lack of knowledge about human performance prevents a comparative evaluation of AI and an accurate assessment of its impact on clinical decision-making. The objective of this work is to quantitatively evaluate the ability of humans to detect focal cortical dysplasia (FCD), compare it to state-of-the-art AI, and determine how it may aid diagnostics.

Authors

  • Lennart Walger
    Department of Neuroradiology, University Hospital Bonn, Bonn, Germany.
  • Tobias Bauer
    Department of Neuroradiology, University Hospital Bonn, Bonn, Germany.
  • David Kügler
    DZNE Bonn, Bonn, Germany.
  • Matthias H Schmitz
  • Fabiane Schuch
    Department of Epileptology, University Hospital Bonn, Bonn, Germany.
  • Christophe Arendt
  • Tobias Baumgartner
  • Johannes Birkenheier
  • Valeri Borger
  • Christoph Endler
  • Franziska Grau
  • Christian Immanuel
  • Markus Kölle
  • Patrick Kupczyk
  • Asadeh Lakghomi
  • Sarah Mackert
  • Elisabeth Neuhaus
    Department of Neuroradiology, Goethe University Frankfurt, Frankfurt am Main, Germany.
  • Julia Nordsiek
  • Anna-Maria Odenthal
  • Karmele Olaciregui Dague
  • Laura Ostermann
  • Jan Pukropski
  • Attila Racz
  • Klaus von der Ropp
  • Frederic Carsten Schmeel
    Department of Neuroradiology, University Hospital Bonn, Venusberg-Campus 1, 53127, Bonn, Germany.
  • Felix Schrader
  • Aileen Sitter
  • Alexander Unruh-Pinheiro
  • Marilia Voigt
  • Martin Vychopen
  • Philip von Wedel
    Chair of Economic and Social Policy, WHU - Otto Beisheim School of Management, Burgplatz 2, 56179, Vallendar, Germany. philip.wedel@whu.edu.
  • Randi von Wrede
  • Ulrike Attenberger
    Universitätsklinik für Radiologie, Universitätsklinikum Bonn, Bonn, Deutschland.
  • Hartmut Vatter
    Department of Neurosurgery, University Hospital Bonn, Bonn, Germany.
  • Alexandra Philipsen
    Department of Psychiatry and Psychotherapy, University Hospital Bonn, Bonn, Germany. Electronic address: alexandra.philipsen@ukbonn.de.
  • Albert Becker
    Department of Neuropathology, University Hospital Bonn, Bonn, Germany.
  • Martin Reuter
    Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA; Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA, USA; German Centre for Neurodegenerative Diseases (DZNE), Department of Image Analysis, Bonn, Germany.
  • Elke Hattingen
    Department of Neuroradiology, Johann Wolfgang Goethe University, Frankfurt, Germany.
  • Josemir W Sander
    NIHR UCL Hospitals Biomedical Research Centre, UCL Queen Square Institute of Neurology, London, UK.
  • Alexander Radbruch
    Department of Neuroradiology, Heidelberg University Hospital, Heidelberg, Germany; Department of Radiology, German Cancer Research Center (DKFZ), Heidelberg, Germany.
  • Rainer Surges
    Department of Epileptology, University Hospital Bonn, Bonn, Germany.
  • Theodor Rüber
    Department of Epileptology, University Hospital Bonn, Bonn, Germany.