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Machine Learning Predictive Model to Guide Treatment Allocation for Recurrent Hepatocellular Carcinoma After Surgery.

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第一作者: Simone,Famularo
第一单位: Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy.;Department of Hepatobiliary and General Surgery, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy.
作者单位: Department of Biomedical Sciences, Humanitas University, Pieve Emanuele, Milan, Italy.;Department of Hepatobiliary and General Surgery, IRCCS Humanitas Research Hospital, Rozzano, Milan, Italy. [1] Hepatobiliary Surgery Division, "Vita e Salute" University, Ospedale San Raffaele IRCCS, Milano, Italy. [2] Department of General and Oncological Surgery, Mauriziano Hospital "Umberto I", Turin, Italy. [3] Hepatobiliary Surgery Unit, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Catholic University of the Sacred Heart, Rome, Italy. [4] Department of Medicine and Surgery, University of Parma, Parma, Italy. [5] Division of Hepatobiliarypancreatic Unit, IRCCS - Regina Elena National Cancer Institute, Rome, Italy. [6] Division of General and Hepatobiliary Surgery, Department of Surgical Sciences, Dentistry, Gynecology and Pediatrics, University of Verona, Verona, Italy. [7] Unit of General Surgery 1, University of Pavia and Foundation IRCCS Policlinico San Matteo, Pavia, Italy. [8] General Surgery and Organ Transplantation Unit, Sapienza University of Rome, Umberto I Polyclinic of Rome, Rome, Italy. [9] General and Oncologic Surgery, Morgagni-Pierantoni Hospital, Department of Medical and Surgical Sciences - University of Bologna, Forlì, Italy. [10] Department of General and Pediatric Surgery, Bolzano Central Hospital, Bolzano, Italy. [11] Department of Clinical and Experimental Sciences, University of Brescia, Brescia, Italy. [12] Division of General Surgery, Department of Medical and Surgical Sciences, ASUGI, Trieste, Italy. [13] Department of General Surgery, Poliambulanza Foundation Hospital, Brescia, Italy. [14] Department of Surgery, Ponte San Pietro Hospital, Bergamo, Italy. [15] Alma Mater Studiorum, University of Bologna, AOU Sant'Orsola Malpighi, IRCCS at Maggiore Hospital, Bologna, Italy. [16] Department of Emergency and Robotic Surgery, ASST Lecco, Lecco, Italy. [17] HPB Surgical Unit, San Paolo Hospital, Savona, Italy. [18] Department of Surgical, Oncological and Gastroenterological Science (DISCOG), University of Padua, Padua, Italy.;Hepatobiliary and Pancreatic Surgery Unit-Treviso Hospital, Treviso, Italy. [19] Department of Hepato-Pancreatic-Biliary Surgery, Miulli Hospital, Bari, Italy. [20] Bicocca Bioinformatics Biostatistics and Bioimaging Centre-B4, School of Medicine and Surgery, University of Milan - Bicocca, Monza, Italy. [21] Department of Surgery, Monza Policlinic, Monza, Italy. [22] Division of Internal Medicine, Hepatobiliary and Immunoallergic Diseases, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy. [23] Gastroenterology Unit, Department of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy. [24] Hepato-Biliary-Pancreatic Surgery Division Department of Surgery, Graduate School of Medicine, University of Tokyo, Tokyo, Japan. [25] Department of Surgery, Ponte San Pietro Hospital, Bergamo, Italy.;Department of Emergency and Robotic Surgery, ASST Lecco, Lecco, Italy. [26] School of Medicine and Surgery, University of Milano-Bicocca, San Gerardo Hospital, Monza, Italy. [27]
DOI 10.1001/jamasurg.2022.6697
PMID 36576813
发布时间 2023-12-29
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JAMA surgery

JAMA surgery

2023年158卷2期

192-202页

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