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Prediction of 5-year survival in soft tissue leiomyosarcoma using a machine learning model algorithm.

Pramod N KamalapathyMarcos R GonzalezTom M de GrootDipak RamkumarKevin A RaskinSoheil Ashkani-EsfahaniSantiago A Lozano Calderón
Published in: Journal of surgical oncology (2023)
Our study successfully developed five machine learning algorithms to assess 5-year survival in patients with LMS. The Elastic-Net Penalized Logistic Regression retained performance upon external validation with an AUC of 0.85 and Brier score of 0.15.
Keyphrases
  • machine learning
  • artificial intelligence
  • soft tissue
  • big data
  • deep learning
  • free survival