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Predict, diagnose, and treat chronic kidney disease with machine learning: a systematic literature review.

Francesco SanmarchiClaudio FanconiDavide GolinelliDavide GoriTina Hernandez-BoussardAngelo Capodici
Published in: Journal of nephrology (2023)
Machine learning is a promising tool for the prediction of risk, diagnosis, and therapy management for CKD patients. Nonetheless, future work is needed to address the interpretability, generalizability, and fairness of the models to ensure the safe application of such technologies in routine clinical practice.
Keyphrases
  • chronic kidney disease
  • end stage renal disease
  • machine learning
  • clinical practice
  • peritoneal dialysis
  • newly diagnosed
  • big data
  • stem cells
  • deep learning
  • mesenchymal stem cells
  • cell therapy