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Comparing Performances of Predictive Models of Toxicity after Radiotherapy for Breast Cancer Using Different Machine Learning Approaches.

Maria Giulia Ubeira-GabelliniMartina MoriGabriele PalazzoAlessandro CicchettiPaola MangiliMaddalena PavariniTiziana RancatiAndrei FodorAntonella Del VecchioNadia Gisella Di MuzioClaudio Fiorino
Published in: Cancers (2024)
No model performed the best for all metrics: more complex ML models had better performances; however, models with just three features showed performances comparable to the best models using many (n = 13-19) features.
Keyphrases
  • machine learning
  • early stage
  • oxidative stress
  • radiation therapy
  • deep learning
  • locally advanced