Machine Learning on 50,000 Manuscripts Shows Increased Clinical Research by Academic Cardiac Surgeons.

Journal: The Journal of surgical research
PMID: 39298941

Abstract

INTRODUCTION: Academic cardiac surgeons are productive researchers and innovators. We sought to perform a comprehensive machine learning (ML)-based characterization of cardiac surgery research over the past 40 y to identify trends in research pursuits.

Authors

  • Anirudha S Chandrabhatla
    Division of Cardiothoracic Surgery, Department of Surgery, University of Virginia, Charlottesville, Virginia.
  • Adishesh K Narahari
    Division of Cardiothoracic Surgery, Department of Surgery, University of Virginia, Charlottesville, Virginia.
  • Kevin T Qiu
    Division of Cardiothoracic Surgery, Department of Surgery, University of Virginia, Charlottesville, Virginia.
  • Theodore Vasiliadis
    Division of Cardiothoracic Surgery, Department of Surgery, University of Virginia, Charlottesville, Virginia.
  • Joseph D Nguyen
    Division of Cardiothoracic Surgery, Department of Surgery, University of Virginia, Charlottesville, Virginia.
  • Aditya Singh
    Centre for Medical Education (C4ME), School of Medicine, Cardiff University, Heath Park Campus, Cardiff, CF14 4YS, United Kingdom.
  • Kennedy Gray
    Division of Cardiothoracic Surgery, Department of Surgery, University of Virginia, Charlottesville, Virginia.
  • Raymond J Strobel
    Division of Cardiothoracic Surgery, Department of Surgery, University of Virginia, Charlottesville, Virginia.
  • Kenan W Yount
    Division of Cardiothoracic Surgery, Department of Surgery, University of Virginia, Charlottesville, Virginia.
  • Leora T Yarboro
    Division of Cardiothoracic Surgery, Department of Surgery, University of Virginia, Charlottesville, Virginia.
  • Irving L Kron
    Division of Thoracic and Cardiovascular Surgery, Department of Surgery, University of Virginia, Charlottesville, Virginia, USA.
  • J Hunter Mehaffey
    Department of Cardiovascular and Thoracic Surgery, West Virginia University, Morgantown, West Virginia.
  • Ourania A Preventza
    Division of Cardiothoracic Surgery, Department of Surgery, University of Virginia, Charlottesville, Virginia.
  • John A Kern
    Division of Cardiothoracic Surgery, Department of Surgery, University of Virginia, Charlottesville, Virginia.
  • Nicholas R Teman
    Division of Cardiothoracic Surgery, Department of Surgery, University of Virginia, Charlottesville, Virginia. Electronic address: nrt4c@uvahealth.org.

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