Development and Validation of Time-to-Event Machine Learning Models for Predicting Disease-Free Survival in Patients with Locally Advanced Colorectal Cancer: A Multicenter Cohort Study
Yongjie Zhou, Zhichao Zuo, Jinhong Zhao, Yongming Tan, Jinqiu Deng, Xiang Wei, Hao Li, Lianggeng Gong, Lan Liu, Linhua Zhong
Topics & Concepts
MedicineMachine learningRisk stratificationArtificial intelligenceSurgical oncologyCohort studyMulticenter studyCohortMEDLINEColorectal surgeryPredictive modellingRadiomicsPersonalized medicinePrognostic modelOncologyMedical physicsRisk assessmentInternal medicinePredictive value of testsProspective cohort studySurvival analysisPrecision medicineClinical trialIntensive care medicineColorectal cancerMultimodal therapyReal world dataPatient dataRetrospective cohort studyRadiomics and Machine Learning in Medical ImagingColorectal Cancer Treatments and StudiesColorectal Cancer Surgical Treatments