Detection, classification, and characterization of proximal humerus fractures on plain radiographs.

Journal: The bone & joint journal
PMID:

Abstract

AIMS: The purpose of this study was to develop a convolutional neural network (CNN) for fracture detection, classification, and identification of greater tuberosity displacement ≥ 1 cm, neck-shaft angle (NSA) ≤ 100°, shaft translation, and articular fracture involvement, on plain radiographs.

Authors

  • Reinier W A Spek
    Department of Orthopaedic Surgery, Flinders Medical Centre, and Flinders University, Adelaide, Australia.
  • William J Smith
    Department of Orthopaedic Surgery, Flinders Medical Centre, and Flinders University, Adelaide, Australia.
  • Marat Sverdlov
    Department of Orthopaedic Surgery, Flinders Medical Centre, and Flinders University, Adelaide, Australia.
  • Sebastiaan Broos
    Department of Orthopaedic Surgery, Flinders Medical Centre, and Flinders University, Adelaide, Australia.
  • Yang Zhao
    The George Institute for Global Health, Faculty of Medicine, University of New South Wales, Sydney, NSW, Australia.
  • Zhibin Liao
  • Johan W Verjans
    Australian Institute for Machine Learning, Adelaide, Australia.
  • Jasper Prijs
    Flinders University, Adelaide, Australia.
  • Minh-Son To
    Health and Information, Adelaide, South Australia, Australia; Royal Adelaide Hospital, Adelaide, South Australia, Australia; Flinders Medical Centre, Flinders University, Adelaide, South Australia, Australia.
  • Henrik Åberg
    Department of Orthopaedic Surgery, Institution of Surgical Sciences, Uppsala University, Uppsala, Sweden.
  • Wael Chiri
    Department of Orthopaedic Surgery, Flinders Medical Centre, and Flinders University, Adelaide, Australia.
  • Frank F A Ijpma
    Department of Trauma Surgery, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands.
  • Bhavin Jadav
    Department of Orthopaedic Surgery, Flinders Medical Centre, and Flinders University, Adelaide, Australia.
  • John White
    Washington State University College of Pharmacy Spokane Washington.
  • Gregory I Bain
    Department of Orthopaedic Surgery, Flinders Medical Centre, and Flinders University, Adelaide, Australia.
  • Paul C Jutte
    Department of Orthopaedic Surgery, Groningen University Medical Centre, Groningen, the Netherlands.
  • Michel P J van den Bekerom
  • Ruurd L Jaarsma
  • Job N Doornberg
  • Soheil Ashkani
  • Nick Assink
  • Joost W Colaris
    Department of Orthopedics, Erasmus University Medical Centre, Rotterdam, The Netherlands.
  • Nynke V der Gaast
  • Prakash Jayakumar
    P. Jayakumar, UK Harkness Fellow in Health Care Policy and Practice Innovation, Value Institute for Health and Care/Department of Surgery and Perioperative Care, Dell Medical School at The University of Texas at Austin, Austin, TX, USA. M. L. G. Moore, Value Based Care Fellow, Department of Surgery and Perioperative Care, Dell Medical School at The University of Texas at Austin, Austin, TX, USA K. J. Bozic, Chair, Department of Surgery and Perioperative Care, Dell Medical School at The University of Texas at Austin, Austin, TX, USA.
  • Laura J Kim
  • Huub H de Klerk
  • Joost Kuipers
  • Wouter H Mallee
  • Anne M L Meesters
  • Stijn R J Mennes
  • Miriam G E Oldhof
  • Peter A J Pijpker
  • Ching Yiu Lau
  • Mathieu M E Wijffels
    Trauma Research Unit, Department of Surgery, Erasmus MC, University Medical Center Rotterdam, P.O. Box 2040, 3000 CA, Rotterdam, The Netherlands.
  • Arno D Wolf