메뉴 건너뛰기




Volumn 177, Issue 11, 2013, Pages 1209-1217

Internal validation of risk models in clustered data: A comparison of bootstrap schemes

Author keywords

bootstrapping; clustered data; internal validation; model performance; multilevel analysis; risk models

Indexed keywords

ANTIEMETIC AGENT;

EID: 84878536272     PISSN: 00029262     EISSN: 14766256     Source Type: Journal    
DOI: 10.1093/aje/kws396     Document Type: Article
Times cited : (23)

References (33)
  • 1
    • 22144442457 scopus 로고    scopus 로고
    • Ruling out deep venous thrombosis in primary care A simple diagnostic algorithm including D-dimer testing
    • Oudega R, Moons KG, Hoes AW. Ruling out deep venous thrombosis in primary care. A simple diagnostic algorithm including D-dimer testing. Thromb Haemost. 2005;94(1): 200-205.
    • (2005) Thromb Haemost. , vol.94 , Issue.1 , pp. 200-205
    • Oudega, R.1    Moons, K.G.2    Hoes, A.W.3
  • 2
    • 50949101668 scopus 로고    scopus 로고
    • Predicting outcome after traumatic brain injury: Development and international validation of prognostic scores based on admission characteristics
    • Steyerberg EW, Mushkudiani N, Perel P, et al. Predicting outcome after traumatic brain injury: development and international validation of prognostic scores based on admission characteristics. PLoS Med. 2008;5(8):e165.
    • (2008) PLoS Med. , vol.5 , Issue.8
    • Steyerberg, E.W.1    Mushkudiani, N.2    Perel, P.3
  • 3
    • 0034906866 scopus 로고    scopus 로고
    • Internal validation of predictive models: Efficiency of some procedures for logistic regression analysis
    • Steyerberg EW, Harrell FE Jr, Borsboom GJ, et al. Internal validation of predictive models: efficiency of some procedures for logistic regression analysis. J Clin Epidemiol. 2001; 54(8):774-781.
    • (2001) J Clin Epidemiol. , vol.54 , Issue.8 , pp. 774-781
    • Steyerberg, E.W.1    Fe, R.J.2    Borsboom, G.J.3
  • 6
    • 0000612448 scopus 로고
    • The effect of two-stage sampling on ordinary least squares methods
    • Scott AJ, Holt D. The effect of two-stage sampling on ordinary least squares methods. J Am Stat Assoc. 1982;77(380):848-854.
    • (1982) J Am Stat Assoc. , vol.77 , Issue.380 , pp. 848-854
    • Scott, A.J.1    Holt, D.2
  • 7
    • 0032529143 scopus 로고    scopus 로고
    • Some controversies in planning and analysing multicentre trials
    • Senn S. Some controversies in planning and analysing multicentre trials. Stat Med. 1998;17(15-16):1753-1765.
    • (1998) Stat Med. , vol.17 , Issue.15-16 , pp. 1753-1765
    • Senn, S.1
  • 8
    • 84878561225 scopus 로고
    • In: Multilevel Statistical Models. London, UK: Edward Arnold
    • Goldstein H. Extensions to the basic multilevel model. In: Multilevel Statistical Models. London, UK: Edward Arnold; 1995:51-71.
    • (1995) Extensions to the Basic Multilevel Model , pp. 51-71
    • Goldstein, H.1
  • 9
    • 77949413168 scopus 로고    scopus 로고
    • Bootstrap-based methods for estimating standard errors in Cox's regression analyses of clustered event times
    • Xiao Y, Abrahamowicz M. Bootstrap-based methods for estimating standard errors in Cox's regression analyses of clustered event times. Stat Med. 2010;29(7-8):915-923.
    • (2010) Stat Med. , vol.29 , Issue.7-8 , pp. 915-923
    • Xiao, Y.1    Abrahamowicz, M.2
  • 11
    • 84925144768 scopus 로고    scopus 로고
    • New York: Cambridge University Press
    • Twisk JWR. Applied Multilevel Analysis. New York: Cambridge University Press; 2006:chap 2.
    • (2006) Applied Multilevel Analysis , pp. 2
    • Jwr, T.1
  • 12
    • 34548301106 scopus 로고    scopus 로고
    • A simulation study of sample size for multilevel logistic regression models
    • Moineddin R, Matheson FI, Glazier RH. A simulation study of sample size for multilevel logistic regression models. BMC Med Res Methodol. 2007;7:34.
    • (2007) BMC Med Res Methodol. , vol.7 , pp. 34
    • Moineddin, R.1    Matheson, F.I.2    Glazier, R.H.3
  • 13
    • 5644283285 scopus 로고    scopus 로고
    • Patterns of intra-cluster correlation from primary care research to inform study design and analysis
    • Adams G, Gulliford MC, Ukoumunne OC, et al. Patterns of intra-cluster correlation from primary care research to inform study design and analysis. J Clin Epidemiol. 2004;57(8): 785-794.
    • (2004) J Clin Epidemiol. , vol.57 , Issue.8 , pp. 785-794
    • Adams, G.1    Gulliford, M.C.2    Ukoumunne, O.C.3
  • 14
    • 65649115103 scopus 로고    scopus 로고
    • Prediction in multilevel generalized linear models
    • Skrondal A, Rabe-Hesketh S. Prediction in multilevel generalized linear models. J R Stat Soc Ser A Stat Soc. 2009;172(3):659-687.
    • (2009) J R Stat Soc ser A Stat Soc. , vol.172 , Issue.3 , pp. 659-687
    • Skrondal, A.1    Rabe-Hesketh, S.2
  • 15
    • 0030069896 scopus 로고    scopus 로고
    • Multivariable prognostic models: Issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors
    • Harrell FE Jr, Lee KL, Mark DB. Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat Med. 1996;15(4):361-387.
    • (1996) Stat Med. , vol.15 , Issue.4 , pp. 361-387
    • Fe, R.J.1    Lee, K.L.2    Mark, D.B.3
  • 16
    • 0025766123 scopus 로고
    • Validation techniques for logistic regression models
    • Miller ME, Hui SL, Tierney WM. Validation techniques for logistic regression models. Stat Med. 1991;10(8):1213-1226.
    • (1991) Stat Med. , vol.10 , Issue.8 , pp. 1213-1226
    • Miller, M.E.1    Hui, S.L.2    Tierney, W.M.3
  • 17
    • 0029123293 scopus 로고
    • Construction, validation and updating of a prognostic model for kidney graft survival
    • Van Houwelingen HC, Thorogood J. Construction, validation and updating of a prognostic model for kidney graft survival. Stat Med. 1995;14(18):1999-2008.
    • (1995) Stat Med. , vol.14 , Issue.18 , pp. 1999-2008
    • Van Houwelingen, H.C.1    Thorogood, J.2
  • 18
    • 78650239589 scopus 로고    scopus 로고
    • An application of Harrell's C-index to PH frailty models
    • van Oirbeek R, Lesaffre E. An application of Harrell's C-index to PH frailty models. Stat Med. 2010;29(30):3160-3171.
    • (2010) Stat Med. , vol.29 , Issue.30 , pp. 3160-3171
    • Van Oirbeek, R.1    Lesaffre, E.2
  • 19
    • 0025151933 scopus 로고
    • Predictive value of statistical models
    • van Houwelingen JC, le Cessie S. Predictive value of statistical models. Stat Med. 1990;9(11):1303-1325.
    • (1990) Stat Med. , vol.9 , Issue.11 , pp. 1303-1325
    • Van Houwelingen, J.C.1    Le Cessie, S.2
  • 20
    • 0001573594 scopus 로고
    • Regression, prediction and shrinkage
    • Copas JB. Regression, prediction and shrinkage. J R Stat Soc Series B. 1983;45(3):311-354.
    • (1983) J R Stat Soc Series B. , vol.45 , Issue.3 , pp. 311-354
    • Copas, J.B.1
  • 21
    • 77950035264 scopus 로고    scopus 로고
    • Maximum likelihood for generalized linear models with nested random effects via high-order, multivariate Laplace approximation
    • Raudenbush SW, Yang M-L, Yosef M. Maximum likelihood for generalized linear models with nested random effects via high-order, multivariate Laplace approximation. J Comput Graph Stat. 2000;9(1):141-157.
    • (2000) J Comput Graph Stat. , vol.9 , Issue.1 , pp. 141-157
    • Raudenbush, S.W.1    Yang, M.-L.2    Yosef, M.3
  • 22
    • 47749090885 scopus 로고    scopus 로고
    • Accuracy of Laplace approximation for discrete response mixed models
    • Joe H. Accuracy of Laplace approximation for discrete response mixed models. Comput Stat Data Anal. 2008; 52(12):5066-5074.
    • (2008) Comput Stat Data Anal. , vol.52 , Issue.12 , pp. 5066-5074
    • Joe, H.1
  • 23
    • 79951480123 scopus 로고    scopus 로고
    • The R Development Core Team.. Version 2.11.1. Vienna, Austria: R Foundation for Statistical Computing
    • The R Development Core Team. R: A Language and Environment for Statistical Computing: Reference Index. Version 2.11.1. Vienna, Austria: R Foundation for Statistical Computing; 2010.
    • (2010) R: A Language and Environment for Statistical Computing: Reference Index
  • 25
    • 79952228708 scopus 로고    scopus 로고
    • Implementing a prediction rule for postoperative nausea and vomiting: A cluster-randomized trial [abstract]
    • Orlando, FL. Abstracts Anesthesiology, October
    • Kappen TH, Vergouwe Y, van KleiWA, et al. Implementing a prediction rule for postoperative nausea and vomiting: a cluster-randomized trial [abstract]. Presented at the American Society of Anesthesiologists 2008 Meeting, Orlando, FL. Abstracts Anesthesiology, October 2008; 109: A1266.
    • (2008) Presented at the American Society of Anesthesiologists 2008 Meeting , vol.109
    • Kappen, T.H.1    Vergouwe, Y.2    Van Kleiwa3
  • 26
    • 16244402934 scopus 로고    scopus 로고
    • Does measurement of preoperative anxiety have added value for predicting postoperative nausea and vomiting
    • Van den Bosch JE, Moons KG, Bonsel GJ, et al. Does measurement of preoperative anxiety have added value for predicting postoperative nausea and vomiting? Anesth Analg. 2005;100(5):1525-1532.
    • (2005) Anesth Analg. , vol.100 , Issue.5 , pp. 1525-1532
    • Van Den Bosch, J.E.1    Moons, K.G.2    Bonsel, G.J.3
  • 28
    • 0030474271 scopus 로고    scopus 로고
    • A simulation study of the number of events per variable in logistic regression analysis
    • Peduzzi P, Concato J, Kemper E, et al. A simulation study of the number of events per variable in logistic regression analysis. J Clin Epidemiol. 1996;49(12):1373-1379.
    • (1996) J Clin Epidemiol. , vol.49 , Issue.12 , pp. 1373-1379
    • Peduzzi, P.1    Concato, J.2    Kemper, E.3
  • 29
    • 80054995011 scopus 로고    scopus 로고
    • Performance of logistic regression modeling: Beyond the number of events per variable, the role of data structure
    • Courvoisier DS, Combescure C, Agoritsas T, et al. Performance of logistic regression modeling: beyond the number of events per variable, the role of data structure. J Clin Epidemiol. 2011;64(9):993-1000.
    • (2011) J Clin Epidemiol. , vol.64 , Issue.9 , pp. 993-1000
    • Courvoisier, D.S.1    Combescure, C.2    Agoritsas, T.3
  • 31
    • 0033213971 scopus 로고    scopus 로고
    • Stepwise selection in small data sets: A simulation study of bias in logistic regression analysis
    • Steyerberg EW, Eijkemans MJ, Habbema JD. Stepwise selection in small data sets: a simulation study of bias in logistic regression analysis. J Clin Epidemiol. 1999;52(10): 935-942.
    • (1999) J Clin Epidemiol. , vol.52 , Issue.10 , pp. 935-942
    • Steyerberg, E.W.1    Eijkemans, M.J.2    Habbema, J.D.3
  • 33
    • 30644460082 scopus 로고    scopus 로고
    • Fitting linear mixed models in R, using the lme4 package
    • Bates D. Fitting linear mixed models in R, using the lme4 package. R News. 2005;5(1):27-30.
    • (2005) R News. , vol.5 , Issue.1 , pp. 27-30
    • Bates, D.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.