ArticleCancers2025
Dynamic Prediction of Rectal Cancer Relapse and Mortality Using a Landmarking-Based Machine Learning Model: A Multicenter Retrospective Study from the Italian Society of Surgical Oncology-Colorectal Cancer Network Collaborative Group.
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Article in Cancers, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.
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2citing papers in PubMed
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What it found
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Who cites it
2 citing papers in PubMed.
- From regression to machine learning: improving prediction of rectal cancer recurrence.Annals of coloproctology · 2026Article
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Authors and funding
41 authors.
Rossella ReddavidDivision of Surgical Oncology and Digestive Surgery, Department of Oncology, San Luigi University Hospital, University of Turin, Orbassano, 10043 Turin, Italy.ORCID 0000-0003-0603-9953
Ugo ElmoreDepartment of Gastrointestinal Surgery, IRCCS San Raffaele Scientific Institute, School of Medicine, "Vita-Salute" San Raffaele University, 20132 Milan, Italy.ORCID 0000-0001-9652-1502
Jacopo MoroDivision of Surgical Oncology and Digestive Surgery, Department of Oncology, San Luigi University Hospital, University of Turin, Orbassano, 10043 Turin, Italy.ORCID 0000-0001-5316-6862
Paola De NardiDepartment of Gastrointestinal Surgery, IRCCS San Raffaele Scientific Institute, School of Medicine, "Vita-Salute" San Raffaele University, 20132 Milan, Italy.ORCID 0000-0002-9337-6765
Alberto BiondiFondazione Policlinico Universitario A. Gemelli IRCCS, Università Cattolica del Sacro Cuore, 00168 Roma, Italy.ORCID 0000-0002-2470-7858
Roberto PersianiFondazione Policlinico Universitario A. Gemelli IRCCS, Università Cattolica del Sacro Cuore, 00168 Roma, Italy.
Leonardo SolainiGeneral and Oncologic Surgery, Morgagni-Pierantoni Hospital, Ausl Romagna, 47121 Forlì, Italy.
Donato P PafundiFondazione Policlinico Universitario A. Gemelli IRCCS, UOC Chirurgia Generale 2, 00168 Roma, Italy.ORCID 0000-0002-8981-9949
Desiree CianfloccaDepartment of Surgery, S. Croce e Carle Hospital, 12100 Cuneo, Italy.
Diego SasiaDepartment of Surgery, S. Croce e Carle Hospital, 12100 Cuneo, Italy.ORCID 0000-0003-3162-4302
Marco MiloneDepartment of Clinical Medicine and Surgery, Department of Gastroenterology, Endocrinology and Endoscopic Surgery, University of Naples "Federico II", 80138 Naples, Italy.ORCID 0000-0001-5612-1926
Giulia TurriDivision of General and Hepatobiliary Surgery, Department of Surgical Sciences, Dentistry, Gynecology and Pediatrics, University of Verona, 37129 Verona, Italy.ORCID 0000-0001-6150-6812
Michela MinecciaDepartment of General and Oncological Surgery, "Umberto I" Mauriziano Hospital, 10128 Turin, Italy.ORCID 0000-0002-7363-8609
Francesca PecchiniUnita' Operativa di Chirurgia Generale, D'Urgenza e Nuove Tecnologie, Ospedale Civile S. Agostino-Estense, Azienda Ospedaliero Universitaria di Modena, 41125 Modena, Italy.ORCID 0000-0001-6933-5368
Gaetano GalloDepartment of Surgery, Sapienza University of Rome, 00185 Roma, Italy.ORCID 0000-0003-1066-4671
Daniela RegaColorectal surgical Oncology, Abdominal Oncology Department, Fondazione Giovanni Pascale IRCCS, 80131 Naples, Italy.
Simona GiliGeneral Surgery Unit, San Leonardo Hospital, ASL-NA3sud, Castellammare di Stabbia, 80053 Naples, Italy.
Fabio MaielloGeneral Surgery Unit, Department of Surgery, Hospital of Biella, 13875 Biella, Italy.
Andrea BarberisChirurgia Generale ed Epatobiliopancreatica, E.O. Ospedali Galliera, 16128 Genova, Italy.ORCID 0000-0003-0472-0120
Federico CostanzoChirurgia Generale ed Epatobiliopancreatica, E.O. Ospedali Galliera, 16128 Genova, Italy.ORCID 0000-0003-1031-4209
Monica OrtenziClinica Chirurgica Universita' Politecnica delle Marche, Ospedali Riuniti, 60121 Ancona, Italy.ORCID 0000-0002-6508-6488
Andrea DiviziaMinimally Invasive and Gastrointestinal Surgery Unit, Università e Policlinico Tor Vergata, 00133 Roma, Italy.
Caterina FoppaDepartment of Biomedical Sciences, Humanitas University, Via Rita Levi Montalcini 4, Pieve Emanuele, 20072 Milan, Italy.
Gabriele AnaniaDepartment of Surgical Morphology and Experimental Medicine, AOU Ferrara, 44124 Ferrara, Italy.ORCID 0000-0001-9255-3312
Antonino SpinelliDepartment of Biomedical Sciences, Humanitas University, Via Rita Levi Montalcini 4, Pieve Emanuele, 20072 Milan, Italy.ORCID 0000-0002-1493-1768
Giuseppe S SicaMinimally Invasive and Gastrointestinal Surgery Unit, Università e Policlinico Tor Vergata, 00133 Roma, Italy.
Mario GuerrieriClinica Chirurgica Universita' Politecnica delle Marche, Ospedali Riuniti, 60121 Ancona, Italy.
Roberto PolastriGeneral Surgery Unit, Department of Surgery, Hospital of Biella, 13875 Biella, Italy.
Francesco BiancoGeneral Surgery Unit, San Leonardo Hospital, ASL-NA3sud, Castellammare di Stabbia, 80053 Naples, Italy.
Paolo DelrioColorectal surgical Oncology, Abdominal Oncology Department, Fondazione Giovanni Pascale IRCCS, 80131 Naples, Italy.ORCID 0000-0002-4271-4939
Giuseppe SammarcoDepartment of Health Sciences, University of Catanzaro, 88100 Catanzaro, Italy.
Micaela PiccoliUnita' Operativa di Chirurgia Generale, D'Urgenza e Nuove Tecnologie, Ospedale Civile S. Agostino-Estense, Azienda Ospedaliero Universitaria di Modena, 41125 Modena, Italy.ORCID 0000-0003-0930-6770
Alessandro FerreroDepartment of General and Oncological Surgery, "Umberto I" Mauriziano Hospital, 10128 Turin, Italy.ORCID 0000-0003-1504-5810
Corrado PedrazzaniDivision of General and Hepatobiliary Surgery, Department of Surgical Sciences, Dentistry, Gynecology and Pediatrics, University of Verona, 37129 Verona, Italy.
Michele ManigrassoDepartment of Clinical Medicine and Surgery, Department of Gastroenterology, Endocrinology and Endoscopic Surgery, University of Naples "Federico II", 80138 Naples, Italy.
Felice BorghiOncologic Surgery Unit, Candiolo Cancer Institute, FPO-IRCCS, 10060 Turin, Italy.
Claudio CocoFondazione Policlinico Universitario A. Gemelli IRCCS, UOC Chirurgia Generale 2, 00168 Roma, Italy.ORCID 0000-0002-4713-7093
Davide CavaliereGeneral and Oncologic Surgery, Morgagni-Pierantoni Hospital, Ausl Romagna, 47121 Forlì, Italy.
Domenico D'UgoFondazione Policlinico Universitario A. Gemelli IRCCS, Università Cattolica del Sacro Cuore, 00168 Roma, Italy.ORCID 0000-0001-6657-6318
Riccardo RosatiDepartment of Gastrointestinal Surgery, IRCCS San Raffaele Scientific Institute, School of Medicine, "Vita-Salute" San Raffaele University, 20132 Milan, Italy.ORCID 0000-0002-2608-5749
Danila AzzolinaDepartment of Environmental and Preventive Sciences, University of Ferrara, Via Fossato di Mortara 64B, 44100 Ferrara, Italy.ORCID 0000-0002-8185-5742
Funding
No grant is acknowledged in the PubMed record.
Abstract
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Indexed as
competing eventslandmark analysismachine learning algorithmmetastasisrectal cancerrecurrencerelapse
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