Five myths about variable selection

Transplant International - Tập 30 Số 1 - Trang 6-10 - 2017
Georg Heinze1, Daniela Dunkler1
1Section for Clinical Biometrics, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Vienna, Austria

Tóm tắt

Từ khóa


Tài liệu tham khảo

Tripepi, 2008, Testing for causality and prognosis: etiological and prognostic models, Kidney Int, 74, 1512, 10.1038/ki.2008.416

Von Düring, 2015, Visceral fat is better related to impaired glucose metabolism than body mass index after kidney transplantation, Transpl Int, 28, 1162, 10.1111/tri.12606

Bhat, 2015, Portal vein encasement predicts neoadjuvant therapy response in liver transplantation for perihilar cholangiocarcinoma protocol, Transpl Int, 28, 1383, 10.1111/tri.12640

Pianta, 2015, Evaluation of biomarkers of cell cycle arrest and inflammation in prediction of dialysis or recovery after kidney transplantation, Transpl Int, 28, 1392, 10.1111/tri.12636

Rompianesi, 2015, Neurological complications after liver transplantation as a consequence of immunosuppression: univariate and multivariate analysis of risk factors, Transpl Int, 28, 864, 10.1111/tri.12564

Zijlstra, 2015, Improved long-term survival in Dutch heart transplant patients despite increasing donor age: the Rotterdam experience, Transpl Int, 28, 962, 10.1111/tri.12503

Fernández-Ruiz, 2015, Cytomegalovirus prevention strategies in seropositive kidney transplant recipients: an insight into current clinical practice, Transpl Int, 28, 1042, 10.1111/tri.12586

Martinez-Selles, 2015, Donor/recipient sex mismatch and survival after heart transplantation: only an issue in male recipients? An analysis of the Spanish Heart Transplantation Registry, Transpl Int, 28, 305, 10.1111/tri.12488

Rodríguez-Perálvarez, 2015, Lack of agreement for defining ‘clinical suspicion of rejection’ in liver transplantation: a model to select candidates for liver biopsy, Transpl Int, 28, 455, 10.1111/tri.12514

Pezawas, 2015, Primary preventive cardioverter-defibrillator implantation (Pro-ICD) in patients awaiting heart transplantation. A prospective, randomized, controlled 12-year follow-up study, Transpl Int, 28, 34, 10.1111/tri.12436

Prasad, 2015, Metabolic syndrome definitions and components in predicting major adverse cardiovascular events after kidney transplantation, Transpl Int, 28, 79, 10.1111/tri.12450

Tripon, 2015, Interactions between virus-related factors and post-transplant ascites in patients with hepatitis C and no cirrhosis: role of cryoglobulinemia, Transpl Int, 28, 162, 10.1111/tri.12466

Somers, 2015, A decade of extended-criteria lung donors in a single center: was it justified?, Transpl Int, 28, 170, 10.1111/tri.12470

Nagai, 2015, Post-transplant persistent lymphopenia is a strong predictor of late survival in isolated intestine and multivisceral transplantation, Transpl Int, 28, 1195, 10.1111/tri.12620

Harrell, 2015, Regression Modeling Strategies, 2, 10.1007/978-3-319-19425-7

IBM Corp, 2013, IBM Statistics for Windows, 23

SAS Institute Inc, 2012, SAS/STAT, 9

Vittinghoff, 2007, Relaxing the rule of ten events per variable in logistic and Cox regression, Am J Epidemiol, 165, 710, 10.1093/aje/kwk052

Steyerberg, 2009, Clinical Prediction Models, 10.1007/978-0-387-77244-8

Greenland, 1999, Causal diagrams for epidemiologic research, Epidemiology, 10, 37, 10.1097/00001648-199901000-00008

VanderWeele, 2011, A new criterion for confounder selection, Biometrics, 67, 1406, 10.1111/j.1541-0420.2011.01619.x

Sung, 1996, Inappropriate use of bivariable analysis to screen risk factors for use in multivariable analysis, J Clin Epidemiol, 49, 907, 10.1016/0895-4356(96)00025-X

Dunkler, 2014, Augmented backward elimination: a pragmatic and purposeful way to develop statistical models, PLoS One, 9, e113677, 10.1371/journal.pone.0113677

Goodman, 2008, A dirty dozen: twelve P-value misconceptions, Semin Hematol, 45, 135, 10.1053/j.seminhematol.2008.04.003

Burnham, 2002, Model Selection and Multimodel Inference, 2

Sauerbrei, 1992, A bootstrap resampling procedure for model building: application to the Cox regression model, Stat Med, 11, 2093, 10.1002/sim.4780111607

Royston, 2008, Multivariable Model-Building - A Pragmatic Approach to Regression Analysis based on Fractional Polynomials for Modelling Continuous Variables

Tibshirani, 1996, Regression shrinkage and selection via the Lasso, J Roy Stat Soc B Met, 58, 267, 10.1111/j.2517-6161.1996.tb02080.x

Breiman, 1998, Arcing classifiers, Ann Stat, 26, 801