Development of a Complication- and Treatment-Aware Prediction Model for Favorable Functional Outcome in Aneurysmal Subarachnoid Hemorrhage Based on Machine Learning.

Journal: Neurosurgery
Published Date:

Abstract

BACKGROUND: Current prognostic tools in aneurysmal subarachnoid hemorrhage (aSAH) are constrained by being primarily based on patient and disease characteristics on admission.

Authors

  • Nicolai Maldaner
    1Department of Neurosurgery, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland.
  • Anna M Zeitlberger
    Department of Neurosurgery, Kantonsspital St. Gallen, St. Gallen, Switzerland.
  • Marketa Sosnova
    Department of Neurosurgery, Kantonsspital St. Gallen, St. Gallen, Switzerland.
  • Johannes Goldberg
    Department of Neurosurgery, University Hospital Bern, Bern, Switzerland.
  • Christian Fung
    Department of Neurosurgery, Medical Center - University of Freiburg, Freiburg, Germany.
  • David Bervini
    Department of Neurosurgery, Inselspital, Bern University Hospital, Bern, Switzerland.
  • Adrien May
    Department of Neurosurgery, University Clinic Geneva, Geneva, Switzerland.
  • Philippe Bijlenga
    Neurosurgery, Clinical Neurosciences Department, Faculty of Medicine, University of Geneva, Geneva, Switzerland.
  • Karl Schaller
    Neurosurgery Clinic, University Hospital Geneva, Geneva, Switzerland.
  • Michel Roethlisberger
    Department of Neurosurgery, Basel University Hospital, Basel, Switzerland.
  • Jonathan Rychen
    Department of Neurosurgery, Basel University Hospital, Basel, Switzerland.
  • Daniel W Zumofen
    Department of Neurosurgery, Neurology, and Radiology, Maimonides Medical Center, SUNY Downstate University, Brooklyn, NY, USA.
  • Donato D'Alonzo
    Department of Neurosurgery, Kantonsspital Aarau, Aarau, Switzerland.
  • Serge Marbacher
    Department of Neurosurgery, Kantonsspital Aarau, Aarau, Switzerland.
  • Javier Fandino
    Department of Neurosurgery, Kantonsspital Aarau, Aarau, Switzerland.
  • Roy Thomas Daniel
    Department of Clinical Neurosciences, Service of Neurosurgery, Lausanne University Hospital (CHUV), Lausanne, Switzerland.
  • Jan-Karl Burkhardt
    Department of Neurosurgery, Baylor College of Medicine, Houston, USA.
  • Alessio Chiappini
    Department of Neurosurgery, Ospedale Regionale di Lugano, Switzerland.
  • Thomas Robert
    Department of Neurosurgery, Ospedale Regionale di Lugano, Switzerland.
  • Bawarjan Schatlo
    Department of Neurosurgery, University Medicine Göttingen, Göttingen, Germany. schatlo@gmail.com.
  • Josef Schmid
    Dynelytics, Zurich, Switzerland.
  • Rodolfo Maduri
    Neurosurgery, Clinique de Genolier, Swiss Medical Network, Genolier, Switzerland.
  • Victor E Staartjes
    Department of Neurosurgery, Bergman Clinics, Naarden, The Netherlands; and.
  • Martin A Seule
    Department of Neurosurgery, Kantonsspital St. Gallen, St. Gallen, Switzerland.
  • Astrid Weyerbrock
    Department of Neurosurgery, Kantonsspital St. Gallen, St. Gallen, Switzerland.
  • Carlo Serra
    1Department of Neurosurgery, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland.
  • Martin Nikolaus Stienen
    Department of Neurosurgery, University Hospital Zurich & Clinical Neuroscience Center, University of Zurich, Zurich, Switzerland.
  • Oliver Bozinov
    Department of Neurosurgery, University Hospital Zurich, Zurich, Switzerland.
  • Luca Regli
    Department of Neurosurgery, University Hospital Zurich, University of Zurich, Zurich, Switzerland.