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Volumn 68, Issue 2, 2012, Pages 559-566

When Do Latent Class Models Overstate Accuracy for Diagnostic and Other Classifiers in the Absence of a Gold Standard?

Author keywords

Classification error; Diagnostic test; Jury; Latent class model; Sensitivity; Specificity; Validity

Indexed keywords

DIAGNOSIS; ERRORS;

EID: 84862891264     PISSN: 0006341X     EISSN: 15410420     Source Type: Journal    
DOI: 10.1111/j.1541-0420.2011.01694.x     Document Type: Article
Times cited : (15)

References (36)
  • 1
    • 3242778600 scopus 로고    scopus 로고
    • Biopsy or biomarkers: Is there a gold standard for diagnosis of liver fibrosis?
    • Afdhal, N. H. (2004). Biopsy or biomarkers: Is there a gold standard for diagnosis of liver fibrosis? Clinical Chemistry 50, 1299-1300.
    • (2004) Clinical Chemistry , vol.50 , pp. 1299-1300
    • Afdhal, N.H.1
  • 2
    • 2942679728 scopus 로고    scopus 로고
    • A cautionary note on the robustness of latent class models for estimating diagnostic error without a gold standard
    • Albert, P. S. and Dodd, L. E. (2004). A cautionary note on the robustness of latent class models for estimating diagnostic error without a gold standard. Biometrics 60, 427-435.
    • (2004) Biometrics , vol.60 , pp. 427-435
    • Albert, P.S.1    Dodd, L.E.2
  • 3
    • 0035009605 scopus 로고    scopus 로고
    • Latent class modeling approaches for assessing diagnostic error without a gold standard: With applications to p53 immunohistochemical assays in bladder tumors
    • the U.S. National Cancer Institute Bladder Tumor Marker Network.
    • Albert, P. S., McShane, L. M., Shih, J. H., and the U.S. National Cancer Institute Bladder Tumor Marker Network (2001). Latent class modeling approaches for assessing diagnostic error without a gold standard: With applications to p53 immunohistochemical assays in bladder tumors. Biometrics 57, 610-619.
    • (2001) Biometrics , vol.57 , pp. 610-619
    • Albert, P.S.1    McShane, L.M.2    Shih, J.H.3
  • 5
    • 20444377788 scopus 로고    scopus 로고
    • Hui and Walter's latent-class reference-free approach may be more useful in assessing agreement than diagnostic performance
    • Bertrand, P., Bénichou, J., Grenier, P., and Chastang, C. (2005). Hui and Walter's latent-class reference-free approach may be more useful in assessing agreement than diagnostic performance. Journal of Clinical Epidemiology 58, 688-700.
    • (2005) Journal of Clinical Epidemiology , vol.58 , pp. 688-700
    • Bertrand, P.1    Bénichou, J.2    Grenier, P.3    Chastang, C.4
  • 8
    • 77649092900 scopus 로고    scopus 로고
    • No gold standard estimation of the sensitivity and specificity of two molecular diagnostic protocols for Trypanosoma brucei spp. in western Kenya
    • Bronsvoort, B. M. d. C., Wissmann, B. v., Fèvre, E. M., Handel, I. G., Picozzi, K., and Welburn, S. C. (2010). No gold standard estimation of the sensitivity and specificity of two molecular diagnostic protocols for Trypanosoma brucei spp. in western Kenya. PLoS ONE 5, e8628. doi:.
    • (2010) PLoS ONE , vol.5
    • Bronsvoort, B.M.D.C.1    Wissmann, B.V.2    Fèvre, E.M.3    Handel, I.G.4    Picozzi, K.5    Welburn, S.C.6
  • 10
    • 0003087110 scopus 로고
    • Improvement by means of selection
    • J. Neyman (ed.), Berkeley, California : University of California Press.
    • Cochran, W. G. (1951). Improvement by means of selection. In Second Berkeley Symposium on Mathematical Statistics and Probability, J. Neyman (ed.), 449-470. Berkeley, California : University of California Press.
    • (1951) Second Berkeley Symposium on Mathematical Statistics and Probability , pp. 449-470
    • Cochran, W.G.1
  • 12
    • 0024368898 scopus 로고
    • Using latent class models to characterize and assess relative error in discrete measurements
    • Espeland, M. A. and Handelman, S. L. (1989). Using latent class models to characterize and assess relative error in discrete measurements. Biometrics 45, 587-599.
    • (1989) Biometrics , vol.45 , pp. 587-599
    • Espeland, M.A.1    Handelman, S.L.2
  • 13
    • 0037094078 scopus 로고    scopus 로고
    • Methods for evaluating the performance of diagnostic tests in the absence of a gold standard: A latent class model approach
    • Garrett, E. S., Eaton, W. W., and Zeger, S. (2002). Methods for evaluating the performance of diagnostic tests in the absence of a gold standard: A latent class model approach. Statistics in Medicine 21, 1289-1307.
    • (2002) Statistics in Medicine , vol.21 , pp. 1289-1307
    • Garrett, E.S.1    Eaton, W.W.2    Zeger, S.3
  • 14
    • 77956802180 scopus 로고    scopus 로고
    • Diagnostic test methodology in the design and analysis of judge-jury agreement studies
    • Gastwirth, J. L. and Sinclair, M. D. (1998). Diagnostic test methodology in the design and analysis of judge-jury agreement studies. Jurimetrics 39, 59-78.
    • (1998) Jurimetrics , vol.39 , pp. 59-78
    • Gastwirth, J.L.1    Sinclair, M.D.2
  • 15
    • 0039986428 scopus 로고    scopus 로고
    • A biomedical application of latent class models with random effects
    • Hadgu, A. and Qu, Y. (1998). A biomedical application of latent class models with random effects. Applied Statistics 47, 606-616.
    • (1998) Applied Statistics , vol.47 , pp. 606-616
    • Hadgu, A.1    Qu, Y.2
  • 16
    • 21144453941 scopus 로고    scopus 로고
    • Nonparametric estimation of component distributions in a multivariate mixture
    • Hall, P. and Zhou, X.-H. (2003). Nonparametric estimation of component distributions in a multivariate mixture. The Annals of Statistics 31, 201-224.
    • (2003) The Annals of Statistics , vol.31 , pp. 201-224
    • Hall, P.1    Zhou, X.-H.2
  • 17
    • 0000613292 scopus 로고
    • Conditional association and unidimensionality in monotone latent variable models
    • Holland, P. W. and Rosenbaum, P. R. (1986). Conditional association and unidimensionality in monotone latent variable models. The Annals of Statistics 14, 1523-1543.
    • (1986) The Annals of Statistics , vol.14 , pp. 1523-1543
    • Holland, P.W.1    Rosenbaum, P.R.2
  • 18
    • 0018987004 scopus 로고
    • Estimating the error rates of diagnostic tests
    • Hui, S. L. and Walter, S. D., (1980). Estimating the error rates of diagnostic tests. Biometrics 36, 167-171.
    • (1980) Biometrics , vol.36 , pp. 167-171
    • Hui, S.L.1    Walter, S.D.2
  • 19
    • 0031772593 scopus 로고    scopus 로고
    • Evaluation of diagnostic tests without gold standards
    • Hui, S. L. and Zhou, X. H. (1998). Evaluation of diagnostic tests without gold standards. Statistical Methods in Medical Research 7, 354-370.
    • (1998) Statistical Methods in Medical Research , vol.7 , pp. 354-370
    • Hui, S.L.1    Zhou, X.H.2
  • 20
  • 23
    • 43949089826 scopus 로고    scopus 로고
    • Good item or bad-can latent class analysis tell? The utility of latent class analysis for the evaluation of survey questions
    • Kreuter, F., Yan, T., and Tourangeau, R. (2008). Good item or bad-can latent class analysis tell? The utility of latent class analysis for the evaluation of survey questions. Journal of the Royal Statistical Society, Series A 171, 723-738.
    • (2008) Journal of the Royal Statistical Society, Series A , vol.171 , pp. 723-738
    • Kreuter, F.1    Yan, T.2    Tourangeau, R.3
  • 25
    • 34147122602 scopus 로고    scopus 로고
    • Insights into latent class analysis of diagnostic test performance
    • Pepe, M. S. and Janes, H. (2007). Insights into latent class analysis of diagnostic test performance. Biostatistics 8, 474-484.
    • (2007) Biostatistics , vol.8 , pp. 474-484
    • Pepe, M.S.1    Janes, H.2
  • 26
    • 0032332425 scopus 로고    scopus 로고
    • A model for evaluating sensitivity and specificity for correlated diagnostic tests in efficiency studies with an imperfect reference test
    • Qu, Y. and Hadgu, A. (1998). A model for evaluating sensitivity and specificity for correlated diagnostic tests in efficiency studies with an imperfect reference test. Journal of the American Statistical Association 93, 920-928.
    • (1998) Journal of the American Statistical Association , vol.93 , pp. 920-928
    • Qu, Y.1    Hadgu, A.2
  • 27
    • 0029795558 scopus 로고    scopus 로고
    • Random effects models in latent class analysis for evaluating accuracy of diagnostic tests
    • Qu, Y., Tan, M., and Kutner, M. H. (1996). Random effects models in latent class analysis for evaluating accuracy of diagnostic tests. Biometrics 52, 797-810.
    • (1996) Biometrics , vol.52 , pp. 797-810
    • Qu, Y.1    Tan, M.2    Kutner, M.H.3
  • 28
    • 0037006639 scopus 로고    scopus 로고
    • The architecture of diagnostic research
    • Sackett, D. L. and Haynes, R. B. (2002). The architecture of diagnostic research. British Medical Journal 324, 539-541.
    • (2002) British Medical Journal , vol.324 , pp. 539-541
    • Sackett, D.L.1    Haynes, R.B.2
  • 29
    • 62749199301 scopus 로고    scopus 로고
    • Estimating the accuracy of jury verdicts
    • Spencer, B. D. (2007). Estimating the accuracy of jury verdicts. Journal of Empirical Legal Studies 4, 305-329.
    • (2007) Journal of Empirical Legal Studies , vol.4 , pp. 305-329
    • Spencer, B.D.1
  • 30
    • 0030959695 scopus 로고    scopus 로고
    • Effects of dependent errors in the assessment of diagnostic test performance
    • Torrance-Rynard, V. L. and Walter, S. D. (1997). Effects of dependent errors in the assessment of diagnostic test performance. Statistics in Medicine 16, 2157-2175.
    • (1997) Statistics in Medicine , vol.16 , pp. 2157-2175
    • Torrance-Rynard, V.L.1    Walter, S.D.2
  • 31
    • 0000206756 scopus 로고
    • Validity inferences from interobserver agreement
    • Uebersax, J. S. (1988). Validity inferences from interobserver agreement. Psychological Bulletin 104, 405-416.
    • (1988) Psychological Bulletin , vol.104 , pp. 405-416
    • Uebersax, J.S.1
  • 32
    • 0022308103 scopus 로고
    • The effect of conditional dependence on the evaluation of diagnostic tests
    • Vacek, P. M. (1985). The effect of conditional dependence on the evaluation of diagnostic tests. Biometrics 41, 959-968.
    • (1985) Biometrics , vol.41 , pp. 959-968
    • Vacek, P.M.1
  • 34
    • 5144230211 scopus 로고    scopus 로고
    • Histopathologic diagnosis in diffuse lung disease: An ailing gold standard
    • Wells, A. U. (2004). Histopathologic diagnosis in diffuse lung disease: An ailing gold standard. American Journal of Respiratory and Critical Care Medicine 170, 828-829.
    • (2004) American Journal of Respiratory and Critical Care Medicine , vol.170 , pp. 828-829
    • Wells, A.U.1
  • 35
    • 70450227267 scopus 로고    scopus 로고
    • A probit latent class model with general correlation structures for evaluating accuracy of diagnostic tests
    • Xu, H. and Craig, B. A. (2009). A probit latent class model with general correlation structures for evaluating accuracy of diagnostic tests. Biometrics 65, 1145-1155.
    • (2009) Biometrics , vol.65 , pp. 1145-1155
    • Xu, H.1    Craig, B.A.2
  • 36
    • 0030874664 scopus 로고    scopus 로고
    • Latent variable modeling of diagnostic accuracy
    • Yang, I. and Becker, M. P. (1997). Latent variable modeling of diagnostic accuracy. Biometrics 53, 948-958.
    • (1997) Biometrics , vol.53 , pp. 948-958
    • Yang, I.1    Becker, M.P.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.