Prediction of delayed graft function after kidney transplantation: comparison between logistic regression and machine learning methods
نویسندگان
چکیده
منابع مشابه
Prediction of delayed graft function after kidney transplantation: comparison between logistic regression and machine learning methods
BACKGROUND Predictive models for delayed graft function (DGF) after kidney transplantation are usually developed using logistic regression. We want to evaluate the value of machine learning methods in the prediction of DGF. METHODS 497 kidney transplantations from deceased donors at the Ghent University Hospital between 2005 and 2011 are included. A feature elimination procedure is applied to...
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15 صفحه اولPredictive Values of Urinary Interleukin 18 and Neutrophil Gelatinase-Associated Lipocalin for Delayed Graft Function Diagnosis in Kidney Transplantation
Background: Delayed graft function is a main complication after deceased donor kidney transplantation that adversely affects graft outcome. Difficulties in prediction and early detection of delayed graft function have hindered the ability to perform proper therapeutic interventions. We investigated whether measuring urinary interleukin 18 and neutrophi...
متن کاملDelayed graft function, allograft and patient srvival in kidney transplantation.
INTRODUCTION Delayed Graft Function (DGF) is a common complication of renal transplants and the long-term relation between DGF and survival of patients and grafts is not well established. METHODS This is a historical cohort study of transplanted patients in Taleghani Hospital of Shahid Beheshti University in Iran between 1994 and 2010. Patients who required dialysis during the first week afte...
متن کاملImpact of delayed graft function on renal function and graft survival in deceased kidney transplantation.
OBJECTIVES To define the risk factors for delayed graft function and study the impact of such delays on renal function and long-term allograft survival in renal transplant recipients. DESIGN Single-centre retrospective study. SETTING Regional hospital, Hong Kong. PATIENTS Records of 118 Chinese renal transplant recipients from 1 July 1997 to 31 July 2005 were reviewed, and categorised int...
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ژورنال
عنوان ژورنال: BMC Medical Informatics and Decision Making
سال: 2015
ISSN: 1472-6947
DOI: 10.1186/s12911-015-0206-y