Machine learning models for outcome prediction in thrombectomy for large anterior vessel occlusion.

Journal: Annals of clinical and translational neurology
PMID: 39180278

Abstract

OBJECTIVE: Predicting long-term functional outcomes shortly after a stroke is challenging, even for experienced neurologists. Therefore, we aimed to evaluate multiple machine learning models and the importance of clinical/radiological parameters to develop a model that balances minimal input data with reliable predictions of long-term functional independency.

Authors

  • Omid Shirvani
    Department of Vascular Neurology, University Hospital Bonn, Bonn, Germany.
  • Stefanie Warnat-Herresthal
    Systems Medicine, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), Bonn, Germany.
  • Ivan Savchuk
    German Center for Neurodegenerative Diseases, Bonn, Germany.
  • Felix J Bode
    Department of Vascular Neurology, University Hospital Bonn, Bonn, Germany.
  • Louisa Nitsch
    Department of Vascular Neurology, University Hospital Bonn, Bonn, Germany.
  • Sebastian Stösser
    Department of Vascular Neurology, University Hospital Bonn, Bonn, Germany.
  • Taraneh Ebrahimi
    Department of Vascular Neurology, University Hospital Bonn, Bonn, Germany.
  • Niklas von Danwitz
    Department of Vascular Neurology, University Hospital Bonn, Bonn, Germany.
  • Hannah Asperger
    Department of Vascular Neurology, University Hospital Bonn, Bonn, Germany.
  • Julia Layer
    Department of Vascular Neurology, University Hospital Bonn, Bonn, Germany.
  • Julius Meissner
    Department of Vascular Neurology, University Hospital Bonn, Bonn, Germany.
  • Christian Thielscher
    Competence Center for Medical Economics, FOM University, Essen, Germany.
  • Franziska Dorn
    Department of Diagnostic and Interventional Neuroradiology, University Hospital Bonn, Bonn, Germany.
  • Nils Lehnen
    Department of Diagnostic and Interventional Neuroradiology, University Hospital Bonn, Bonn, Germany.
  • Joachim L Schultze
    Systems Medicine, Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE), Bonn, Germany. joachim.schultze@dzne.de.
  • Gabor C Petzold
  • Johannes M Weller
    Department of Vascular Neurology, University Hospital Bonn, Bonn, Germany.

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