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Machine Learning-based Prediction Models for Diagnosis and Prognosis in Inflammatory Bowel Diseases: A Systematic Review.

Nghia H NguyenDominic PicettiParambir S DulaiVipul JairathWilliam J SandbornLucila Ohno-MachadoPeter L ChenSiddharth Singh
Published in: Journal of Crohn's & colitis (2021)
Machine learning-based prediction models based on routinely collected data generally perform better than traditional statistical models in risk prediction in IBD, though frequently have high risk of bias. Future studies examining these approaches are warranted, with special focus on external validation and clinical applicability.
Keyphrases
  • machine learning
  • big data
  • artificial intelligence
  • electronic health record
  • deep learning