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Utility of adding Radiomics to clinical features in predicting the outcomes of radiotherapy for head and neck cancer using machine learning.

Tarun GangilKrishna SharanB Dinesh RaoKrishnamoorthy PalanisamyBiswaroop ChakrabartiKadavigere Rajagopal
Published in: PloS one (2022)
Clinico-Radiomic dataset improved the predictive ability of ML models over clinical features alone, while models built using Radiomics performed poorly. Radiomics data could therefore effectively supplement clinical data in predicting outcomes.
Keyphrases
  • lymph node metastasis
  • electronic health record
  • contrast enhanced
  • big data
  • early stage
  • squamous cell carcinoma
  • type diabetes
  • radiation induced
  • data analysis
  • skeletal muscle
  • insulin resistance