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How Natural Language Processing Can Aid With Pulmonary Oncology Tumor Node Metastasis Staging From Free-Text Radiology Reports: Algorithm Development and Validation.

Sander PutsJ Martijn NobelCatharina M L ZegersInigo BermejoSimon RobbenAndre Dekker
Published in: JMIR formative research (2023)
This study shows that NLP has potential in classifying pulmonary oncology from free-text radiological reports according to the TNM classification system as both the T- and N-stages can be extracted with high accuracy.
Keyphrases
  • pulmonary hypertension
  • lymph node
  • palliative care
  • smoking cessation
  • machine learning
  • adverse drug
  • artificial intelligence
  • deep learning
  • emergency department
  • risk assessment
  • neural network