Use of deep learning model for paediatric elbow radiograph binomial classification: initial experience, performance and lessons learnt.

Journal: Singapore medical journal
PMID: 40258236

Abstract

INTRODUCTION: In this study, we aimed to compare the performance of a convolutional neural network (CNN)-based deep learning model that was trained on a dataset of normal and abnormal paediatric elbow radiographs with that of paediatric emergency department (ED) physicians on a binomial classification task.

Authors

  • Mark Bangwei Tan
    Department of Diagnostic Radiology, Singapore General Hospital, Singapore.
  • Yuezhi Russ Chua
    Agency for Science, Technology and Research, Singapore.
  • Qiao Fan
    Centre for Quantitative Medicine, Duke-NUS Medical School, Singapore.
  • Marielle Valerie Fortier
    Department of Diagnostic and Interventional Imaging, KK Women's and Children's Hospital, Singapore.
  • Peiqi Pearlly Chang
    Department of Paediatrics, KK Women's and Children's Hospital, Singapore.

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