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Volumn 79, Issue , 2016, Pages 76-85

Geographic and temporal validity of prediction models: different approaches were useful to examine model performance

Author keywords

c statistic; Calibration; Clinical prediction model; Discrimination; Receiver operating characteristic curve; Risk prediction; Validation

Indexed keywords

ARTICLE; BOOTSTRAPPING; CARDIOVASCULAR MORTALITY; CONGESTIVE HEART FAILURE; GEOGRAPHY; HOSPITALIZATION; HUMAN; INTERNAL VALIDITY; MAJOR CLINICAL STUDY; META ANALYSIS (TOPIC); MULTICENTER STUDY; PRIORITY JOURNAL; REPRODUCIBILITY; STATISTICAL CONCEPTS; TEMPORAL TRANSPORTABILITY; VALIDATION STUDY; HEART FAILURE; MULTICENTER STUDY (TOPIC); ONTARIO; RECEIVER OPERATING CHARACTERISTIC; SPATIOTEMPORAL ANALYSIS; STATISTICAL MODEL; STATISTICS AND NUMERICAL DATA;

EID: 85003766063     PISSN: 08954356     EISSN: 18785921     Source Type: Journal    
DOI: 10.1016/j.jclinepi.2016.05.007     Document Type: Article
Times cited : (54)

References (25)
  • 1
    • 67650082402 scopus 로고    scopus 로고
    • Prognosis and prognostic research: validating a prognostic model
    • [1] Altman, D.G., Vergouwe, Y., Royston, P., Moons, K.G., Prognosis and prognostic research: validating a prognostic model. BMJ, 338, 2009, b605.
    • (2009) BMJ , vol.338 , pp. b605
    • Altman, D.G.1    Vergouwe, Y.2    Royston, P.3    Moons, K.G.4
  • 2
    • 0034728356 scopus 로고    scopus 로고
    • What do we mean by validating a prognostic model?
    • [2] Altman, D.G., Royston, P., What do we mean by validating a prognostic model?. Stat Med 19 (2000), 453–473.
    • (2000) Stat Med , vol.19 , pp. 453-473
    • Altman, D.G.1    Royston, P.2
  • 3
    • 0033574245 scopus 로고    scopus 로고
    • Assessing the generalizability of prognostic information
    • [3] Justice, A.C., Covinsky, K.E., Berlin, J.A., Assessing the generalizability of prognostic information. Ann Intern Med 130 (1999), 515–524.
    • (1999) Ann Intern Med , vol.130 , pp. 515-524
    • Justice, A.C.1    Covinsky, K.E.2    Berlin, J.A.3
  • 4
    • 84923527988 scopus 로고    scopus 로고
    • A new framework to enhance the interpretation of external validation studies of clinical prediction models
    • [4] Debray, T.P., Vergouwe, Y., Koffijberg, H., Nieboer, D., Steyerberg, E.W., Moons, K.G., A new framework to enhance the interpretation of external validation studies of clinical prediction models. J Clin Epidemiol 68 (2015), 279–289.
    • (2015) J Clin Epidemiol , vol.68 , pp. 279-289
    • Debray, T.P.1    Vergouwe, Y.2    Koffijberg, H.3    Nieboer, D.4    Steyerberg, E.W.5    Moons, K.G.6
  • 5
    • 72249094112 scopus 로고    scopus 로고
    • Effectiveness of public report cards for improving the quality of cardiac care: the EFFECT study: a randomized trial
    • [5] Tu, J.V., Donovan, L.R., Lee, D.S., Wang, J.T., Austin, P.C., Alter, D.A., et al. Effectiveness of public report cards for improving the quality of cardiac care: the EFFECT study: a randomized trial. J Am Med Assoc 302 (2009), 2330–2337.
    • (2009) J Am Med Assoc , vol.302 , pp. 2330-2337
    • Tu, J.V.1    Donovan, L.R.2    Lee, D.S.3    Wang, J.T.4    Austin, P.C.5    Alter, D.A.6
  • 6
    • 0344420330 scopus 로고    scopus 로고
    • Predicting mortality among patients hospitalized for heart failure: derivation and validation of a clinical model
    • [6] Lee, D.S., Austin, P.C., Rouleau, J.L., Liu, P.P., Naimark, D., Tu, J.V., Predicting mortality among patients hospitalized for heart failure: derivation and validation of a clinical model. J Am Med Assoc 290 (2003), 2581–2587.
    • (2003) J Am Med Assoc , vol.290 , pp. 2581-2587
    • Lee, D.S.1    Austin, P.C.2    Rouleau, J.L.3    Liu, P.P.4    Naimark, D.5    Tu, J.V.6
  • 7
    • 67651009834 scopus 로고    scopus 로고
    • Clinical prediction models
    • Springer-Verlag New York
    • [7] Steyerberg, E.W., Clinical prediction models. 2009, Springer-Verlag, New York.
    • (2009)
    • Steyerberg, E.W.1
  • 8
    • 0003732572 scopus 로고    scopus 로고
    • Regression modeling strategies
    • Springer-Verlag New York, NY
    • [8] Harrell, F.E. Jr., Regression modeling strategies. 2001, Springer-Verlag, New York, NY.
    • (2001)
    • Harrell, F.E.1
  • 9
    • 84891834902 scopus 로고    scopus 로고
    • Graphical assessment of internal and external calibration of logistic regression models by using loess smoothers
    • [9] Austin, P.C., Steyerberg, E.W., Graphical assessment of internal and external calibration of logistic regression models by using loess smoothers. Stat Med 33 (2014), 517–535.
    • (2014) Stat Med , vol.33 , pp. 517-535
    • Austin, P.C.1    Steyerberg, E.W.2
  • 10
    • 0000149045 scopus 로고
    • Two further applications of a model for binary regression
    • [10] Cox, D.R., Two further applications of a model for binary regression. Biometrika 45 (1958), 562–565.
    • (1958) Biometrika , vol.45 , pp. 562-565
    • Cox, D.R.1
  • 12
    • 0000004006 scopus 로고
    • Data splitting
    • [12] Picard, R.R., Berk, K.N., Data splitting. Am Stat 44 (1990), 140–147.
    • (1990) Am Stat , vol.44 , pp. 140-147
    • Picard, R.R.1    Berk, K.N.2
  • 13
    • 78650847582 scopus 로고    scopus 로고
    • An experimental comparison of cross-validation techniques for estimating the area under the ROC curve
    • [13] Airola, A., Pahikkala, T., Waegeman, W., De Baets, B., Salakoski, T., An experimental comparison of cross-validation techniques for estimating the area under the ROC curve. Comput Stat Data Anal 55 (2011), 1828–1844.
    • (2011) Comput Stat Data Anal , vol.55 , pp. 1828-1844
    • Airola, A.1    Pahikkala, T.2    Waegeman, W.3    De Baets, B.4    Salakoski, T.5
  • 14
    • 85018749650 scopus 로고    scopus 로고
    • Events per variable (EPV) and the relative performance of different strategies for estimating the out-of-sample validity of logistic regression models
    • [Epub ahead of print]
    • [14] Austin, P.C., Steyerberg, E.W., Events per variable (EPV) and the relative performance of different strategies for estimating the out-of-sample validity of logistic regression models. Stat Methods Med Res, 2014 http://dx.doi.org/10.1177/0962280214558972 [Epub ahead of print].
    • (2014) Stat Methods Med Res
    • Austin, P.C.1    Steyerberg, E.W.2
  • 15
    • 0034906866 scopus 로고    scopus 로고
    • Internal validation of predictive models: efficiency of some procedures for logistic regression analysis
    • [15] Steyerberg, E.W., Harrell, F.E. Jr., Borsboom, G.J., Eijkemans, M.J., Vergouwe, Y., Habbema, J.D., Internal validation of predictive models: efficiency of some procedures for logistic regression analysis. J Clin Epidemiol 54 (2001), 774–781.
    • (2001) J Clin Epidemiol , vol.54 , pp. 774-781
    • Steyerberg, E.W.1    Harrell, F.E.2    Borsboom, G.J.3    Eijkemans, M.J.4    Vergouwe, Y.5    Habbema, J.D.6
  • 17
    • 1542506052 scopus 로고    scopus 로고
    • Construction and validation of a prognostic model across several studies, with an application in superficial bladder cancer
    • [17] Royston, P., Parmar, M.K., Sylvester, R., Construction and validation of a prognostic model across several studies, with an application in superficial bladder cancer. Stat Med 23 (2004), 907–926.
    • (2004) Stat Med , vol.23 , pp. 907-926
    • Royston, P.1    Parmar, M.K.2    Sylvester, R.3
  • 19
    • 84897618907 scopus 로고    scopus 로고
    • Applied meta-analysis with R
    • CRC Press Boca Raton, FL
    • [19] Chen, D.G., Peace, K.E., Applied meta-analysis with R. 2013, CRC Press, Boca Raton, FL.
    • (2013)
    • Chen, D.G.1    Peace, K.E.2
  • 20
    • 84862319389 scopus 로고    scopus 로고
    • Interpreting the concordance statistic of a logistic regression model: relation to the variance and odds ratio of a continuous explanatory variable
    • [20] Austin, P.C., Steyerberg, E.W., Interpreting the concordance statistic of a logistic regression model: relation to the variance and odds ratio of a continuous explanatory variable. BMC Med Res Methodol, 12, 2012, 82.
    • (2012) BMC Med Res Methodol , vol.12 , pp. 82
    • Austin, P.C.1    Steyerberg, E.W.2
  • 21
    • 77958090625 scopus 로고    scopus 로고
    • External validity of risk models: use of benchmark values to disentangle a case-mix effect from incorrect coefficients
    • [21] Vergouwe, Y., Moons, K.G., Steyerberg, E.W., External validity of risk models: use of benchmark values to disentangle a case-mix effect from incorrect coefficients. Am J Epidemiol 172 (2010), 971–980.
    • (2010) Am J Epidemiol , vol.172 , pp. 971-980
    • Vergouwe, Y.1    Moons, K.G.2    Steyerberg, E.W.3
  • 22
    • 0003560587 scopus 로고    scopus 로고
    • Multilevel analysis: an introduction to basic and advanced multilevel modeling
    • Sage Publications London
    • [22] Snijders, T., Bosker, R., Multilevel analysis: an introduction to basic and advanced multilevel modeling. 1999, Sage Publications, London.
    • (1999)
    • Snijders, T.1    Bosker, R.2
  • 23
    • 79955544813 scopus 로고    scopus 로고
    • Interpretation of random effects meta-analyses
    • [23] Riley, R.D., Higgins, J.P., Deeks, J.J., Interpretation of random effects meta-analyses. BMJ, 342, 2011, d549.
    • (2011) BMJ , vol.342 , pp. d549
    • Riley, R.D.1    Higgins, J.P.2    Deeks, J.J.3
  • 24
    • 84952631019 scopus 로고    scopus 로고
    • Prediction models need appropriate internal, internal-external, and external validation
    • [24] Steyerberg, E.W., Harrell, F.E. Jr., Prediction models need appropriate internal, internal-external, and external validation. J Clin Epidemiol 69 (2016), 245–247.
    • (2016) J Clin Epidemiol , vol.69 , pp. 245-247
    • Steyerberg, E.W.1    Harrell, F.E.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.