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A comprehensible machine learning tool to differentially diagnose idiopathic pulmonary fibrosis from other chronic interstitial lung diseases.

Taiki FurukawaShintaro OyamaHideo YokotaYasuhiro KondohKensuke KataokaTakeshi JohkohJunya FukuokaNaozumi HashimotoKoji SakamotoYoshimune ShiratoriYoshinori Hasegawa
Published in: Respirology (Carlton, Vic.) (2022)
Using data from non-invasive examinations, the combined deep learning and machine learning algorithm accurately, easily and quickly diagnosed IPF in a population with various ILDs.
Keyphrases
  • idiopathic pulmonary fibrosis
  • machine learning
  • deep learning
  • big data
  • artificial intelligence
  • interstitial lung disease
  • convolutional neural network
  • electronic health record
  • rheumatoid arthritis
  • drug induced