Long-term survival and second malignant tumor prediction in pediatric, adolescent, and young adult cancer survivors using Random Survival Forests: a SEER analysis
Zhang I, Hart G, Qin B, Deng J. Long-term survival and second malignant tumor prediction in pediatric, adolescent, and young adult cancer survivors using Random Survival Forests: a SEER analysis. Scientific Reports 2023, 13: 1911. PMID: 36732358, PMCID: PMC9894907, DOI: 10.1038/s41598-023-29167-x.Peer-Reviewed Original ResearchMeSH KeywordsAdolescentCancer SurvivorsChildHumansNeoplasmsNeoplasms, Second PrimaryProportional Hazards ModelsSurvival AnalysisYoung AdultConceptsYoung adult cancer survivorsAdult cancer survivorsRandom survival forestCancer survivorsFirst diagnosisFirst tumor diagnosisHigh-risk individualsProportional hazards modelAverage C-indexU.S. Surveillance EpidemiologyLong-term survivalTime-dependent areaTime-dependent AUCPotential clinical valueSurvival analysis studyMalignancy prediction modelSurvival forestsSEER analysisSecond malignanciesSurveillance EpidemiologySecond tumorC-indexConcordance indexClinical valuePhysician burden