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Structured report data can be used to develop deep learning algorithms: a proof of concept in ankle radiographs.

Daniel Pinto Dos SantosSebastian BrodehlBettina BaeßlerGordon ArnholdThomas DratschSeung-Hun ChonPeter MildenbergerFlorian Jungmann
Published in: Insights into imaging (2019)
We demonstrate that data obtained from structured reports written in clinical routine can be used to successfully train deep learning algorithms. This highlights the potential role of structured reporting for the future of radiology, especially in the context of deep learning.
Keyphrases
  • deep learning
  • artificial intelligence
  • big data
  • machine learning
  • convolutional neural network
  • electronic health record
  • adverse drug
  • clinical practice
  • data analysis
  • current status
  • high speed
  • mass spectrometry