Clinical application of machine learning models in patients with prostate cancer before prostatectomy

Clinical application of machine learning models in patients with prostate cancer before prostatectomy

Abstract Background To build machine learning predictive models for surgical risk assessment of extracapsular extension (ECE) in patients with prostate cancer (PCa) before radical prostatectomy; and to compare the use of decision curve analysis (DCA) and receiver operating characteristic (ROC) metri...

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Bibliographic Details
Main Authors: Adalgisa Guerra, Matthew R. Orton, Helen Wang, Marianna Konidari, Kris Maes, Nickolas K. Papanikolaou, Dow Mu Koh
Format: Article
Language:English
Published: BMC 2024-02-01
Series:Cancer Imaging
Subjects:
Prostate cancer
Extracapsular extension
MRI
Radiomics
Machine learning
Online Access:https://doi.org/10.1186/s40644-024-00666-y

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