A Machine Learning Approach to First Pass Reperfusion in Mechanical Thrombectomy: Prediction and Feature Analysis.

Journal: Journal of stroke and cerebrovascular diseases : the official journal of National Stroke Association
PMID: 33887664

Abstract

INTRODUCTION: Novel machine learning (ML) methods are being investigated across medicine for their predictive capabilities while boasting increased adaptability and generalizability. In our study, we compare logistic regression with machine learning for feature importance analysis and prediction in first-pass reperfusion.

Authors

  • Lohit Velagapudi
    Department of Neurosurgery, Thomas Jefferson University, Philadelphia, Pennsylvania, USA.
  • Nikolaos Mouchtouris
    Department of Neurosurgery, Thomas Jefferson University Hospitals, Philadelphia, Pennsylvania.
  • Richard F Schmidt
    Department of Neurosurgery, Thomas Jefferson University, Philadelphia, PA, USA. Electronic address: Richard.f.schmidt@jefferson.edu.
  • David Vuong
    Digital Innovation and Consumer Experience (DICE) Group, Thomas Jefferson University, Philadelphia, PA, USA. Electronic address: David.vuong@jefferson.edu.
  • Omaditya Khanna
    Department of Neurosurgery, Thomas Jefferson University, Philadelphia, PA.
  • Ahmad Sweid
    Department of Neurosurgery, Thomas Jefferson University, Philadelphia, PA, USA. Electronic address: ahmad.sweid@jefferson.edu.
  • Bryan Sadler
    Digital Innovation and Consumer Experience (DICE) Group, Thomas Jefferson University, Philadelphia, PA, USA. Electronic address: bryan.sadler@jefferson.edu.
  • Fadi Al Saiegh
    Department of Neurosurgery, Thomas Jefferson University Hospitals, Philadelphia, Pennsylvania.
  • M Reid Gooch
    Department of Neurosurgery, Thomas Jefferson University, Philadelphia, PA.
  • Pascal Jabbour
    Department of Neurosurgery, Thomas Jefferson University, Philadelphia, PA. Electronic address: pascal.jabbour@jefferson.edu.
  • Robert H Rosenwasser
    Department of Neurosurgery, Thomas Jefferson University, Philadelphia, PA.
  • Stavropoula Tjoumakaris
    Department of Neurosurgery, Thomas Jefferson University, Philadelphia, PA.

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