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Volumn 45, Issue 2, 2016, Pages 565-575

Outcome modelling strategies in epidemiology: Traditional methods and basic alternatives

Author keywords

[No Author keywords available]

Indexed keywords

COVARIANCE ANALYSIS; EPIDEMIOLOGY; ESTIMATION METHOD; MODELING; REGRESSION ANALYSIS; SOFTWARE;

EID: 84971671482     PISSN: 03005771     EISSN: 14643685     Source Type: Journal    
DOI: 10.1093/ije/dyw040     Document Type: Article
Times cited : (208)

References (56)
  • 1
    • 84925246356 scopus 로고    scopus 로고
    • Statistical foundations for model-based adjustments
    • Greenland S, Pearce N. Statistical foundations for model-based adjustments. Ann Rev Public Health 2015;36:89-108.
    • (2015) Ann Rev Public Health , vol.36 , pp. 89-108
    • Greenland, S.1    Pearce, N.2
  • 2
    • 75149125279 scopus 로고    scopus 로고
    • Fundamentals of epidemiologic data analysis. Chapter 13
    • Rothman KJ, Greenland S, Lash TL (eds). 3rd edn. Philadelphia, PA: Lippincott Williams&Wilkins
    • Greenland S, Rothman KJ. Fundamentals of epidemiologic data analysis. Chapter 13. In: Rothman KJ, Greenland S, Lash TL (eds). Modern Epidemiology. 3rd edn. Philadelphia, PA: Lippincott Williams&Wilkins, 2008.
    • (2008) Modern Epidemiology
    • Greenland, S.1    Rothman, K.J.2
  • 3
    • 49349116471 scopus 로고    scopus 로고
    • Introduction to regression models. Chapter 20
    • Rothman KJ, Greenland S, Lash TL (eds). 3rd edn. Philadelphia: Lippincott Williams & Wilkins
    • Greenland S. Introduction to regression models. Chapter 20. In: Rothman KJ, Greenland S, Lash TL (eds). Modern Epidemiology. 3rd edn. Philadelphia: Lippincott Williams & Wilkins, 2008.
    • (2008) Modern Epidemiology
    • Greenland, S.1
  • 5
    • 77952717253 scopus 로고    scopus 로고
    • Illustrating bias due to conditioning on a collider
    • Cole SR, Platt RW, Schisterman EF et al. Illustrating bias due to conditioning on a collider. Int J Epidemiol 2010;39:417-20.
    • (2010) Int J Epidemiol , vol.39 , pp. 417-420
    • Cole, S.R.1    Platt, R.W.2    Schisterman, E.F.3
  • 6
    • 82055194473 scopus 로고    scopus 로고
    • Adjustments and their consequences-collapsibility analysis using graphical models
    • Greenland S, Pearl J. Adjustments and their consequences-collapsibility analysis using graphical models. Int Stat Rev 2011;79:401-26.
    • (2011) Int Stat Rev , vol.79 , pp. 401-426
    • Greenland, S.1    Pearl, J.2
  • 7
    • 70349102741 scopus 로고    scopus 로고
    • Validity in epidemiologic studies. Chapter 9
    • Rothman KJ, Greenland S, Lash TL (eds). 3rd edn. Philadelphia, PA: Lippincott Williams&Wilkins
    • Rothman KJ, Greenland S, Lash TL. Validity in epidemiologic studies. Chapter 9. In: Rothman KJ, Greenland S, Lash TL (eds). Modern Epidemiology. 3rd edn. Philadelphia, PA: Lippincott Williams&Wilkins, 2008.
    • (2008) Modern Epidemiology
    • Rothman, K.J.1    Greenland, S.2    Lash, T.L.3
  • 8
    • 43049143690 scopus 로고    scopus 로고
    • Causal diagrams. Chapter 12
    • Rothman KJ, Greenland S, Lash TL (eds). Philadelphia, PA: LippincottWilliams&Wilkins
    • Glymour MM, Greenland S. Causal diagrams. Chapter 12. In: Rothman KJ, Greenland S, Lash TL (eds). Modern Epidemiology. Philadelphia, PA: LippincottWilliams&Wilkins, 2008.
    • (2008) Modern Epidemiology
    • Glymour, M.M.1    Greenland, S.2
  • 9
    • 80053281276 scopus 로고    scopus 로고
    • Effects of adjusting for instrumental variables on bias and precision of effect estimates
    • Myers JA, Rassen JA, Gagne JJ et al. Effects of adjusting for instrumental variables on bias and precision of effect estimates. Am J Epidemiol 2011;174:1223-27.
    • (2011) Am J Epidemiol , vol.174 , pp. 1223-1227
    • Myers, J.A.1    Rassen, J.A.2    Gagne, J.J.3
  • 10
    • 80053137535 scopus 로고    scopus 로고
    • On a class of bias-amplifying covariates that endanger effect estimates
    • Grunwald P, Spirtes P (eds, Catalina Island, CA, 8-11 July 2010. Corvallis, OR: AUAI
    • Pearl J. On a class of bias-amplifying covariates that endanger effect estimates. In: Grunwald P, Spirtes P (eds). Proceedings of the Twenty-Sixth Conference on Uncertainty in Artificial Intelligence, Catalina Island, CA, 8-11 July 2010. Corvallis, OR: AUAI, 2010:417-24.
    • (2010) Proceedings of the Twenty-Sixth Conference on Uncertainty in Artificial Intelligence , pp. 417-424
    • Pearl, J.1
  • 11
    • 84879205757 scopus 로고    scopus 로고
    • On the definition of a confounder
    • Vanderweele TJ, Shpitser I. On the definition of a confounder. Ann Stat 2013;41:196-220.
    • (2013) Ann Stat , vol.41 , pp. 196-220
    • Vanderweele, T.J.1    Shpitser, I.2
  • 13
    • 49349116471 scopus 로고    scopus 로고
    • Introduction to regression modelling. Chapter 21
    • Rothman KJ, Greenland S, Lash TL (eds). 3rd edn. Philadelphia, PA: Lippincott Williams &Wilkins
    • Greenland S. Introduction to regression modelling. Chapter 21. In: Rothman KJ, Greenland S, Lash TL (eds). Modern Epidemiology. 3rd edn. Philadelphia, PA: Lippincott Williams &Wilkins, 2008.
    • (2008) Modern Epidemiology
    • Greenland, S.1
  • 20
    • 84971597677 scopus 로고    scopus 로고
    • Marginal structural models versus structural nested models as tools for causal inference
    • Halloran ME, Berry D (eds). New York, NY: Springer
    • Robins JM. Marginal structural models versus structural nested models as tools for causal inference. In: Halloran ME, Berry D (eds). Institute for Mathematics and its Applications 116. New York, NY: Springer, 1999.
    • (1999) Institute for Mathematics and its Applications 116
    • Robins, J.M.1
  • 21
    • 55549102551 scopus 로고    scopus 로고
    • Estimation of the causal effects of time-varying exposures
    • Fitzmaurice G, Davidian M, Verbeke G, Molenberghs G (eds). New York, NY: Chapman and Hall/CRC Press
    • Robins JM, Hernán MA. Estimation of the causal effects of time-varying exposures. In: Fitzmaurice G, Davidian M, Verbeke G, Molenberghs G (eds). Longitudinal Data Analysis. New York, NY: Chapman and Hall/CRC Press, 2009.
    • (2009) Longitudinal Data Analysis
    • Robins, J.M.1    Hernán, M.A.2
  • 23
    • 84879516417 scopus 로고    scopus 로고
    • Mediation analysis allowing for exposure-mediator interactions and causal interpretation: theoretical assumptions and implementation with SAS and SPSS macros
    • Valeri L, VanderWeele TJ. Mediation analysis allowing for exposure-mediator interactions and causal interpretation: theoretical assumptions and implementation with SAS and SPSS macros. Psychol Methods 2013;18:137-50.
    • (2013) Psychol Methods , vol.18 , pp. 137-150
    • Valeri, L.1    VanderWeele, T.J.2
  • 24
    • 0027142483 scopus 로고
    • Simulation study of confounderselection strategies
    • Maldonado G, Greenland S. Simulation study of confounderselection strategies. Am J Epidemiol 1993;138:923-36.
    • (1993) Am J Epidemiol , vol.138 , pp. 923-936
    • Maldonado, G.1    Greenland, S.2
  • 25
    • 0024592074 scopus 로고
    • The impact of confounder selection criteria on effect estimation
    • Mickey RM, Greenland S. The impact of confounder selection criteria on effect estimation. Am J Epidemiol 1989;129:125-37.
    • (1989) Am J Epidemiol , vol.129 , pp. 125-137
    • Mickey, R.M.1    Greenland, S.2
  • 26
    • 0022569935 scopus 로고
    • The role of model selection in causal inference from nonexperimental data
    • Robins JM, Greenland S. The role of model selection in causal inference from nonexperimental data. Am J Epidemiol 1986;123:392-402.
    • (1986) Am J Epidemiol , vol.123 , pp. 392-402
    • Robins, J.M.1    Greenland, S.2
  • 27
    • 65949124463 scopus 로고    scopus 로고
    • Methods of covariate selection: directed acyclic graphs and the change-in-estimate procedure
    • Weng HY, Hsueh YH, Messam LLM, Hertz-Picciotto I. Methods of covariate selection: directed acyclic graphs and the change-in-estimate procedure. Am J Epidemiol 2009;169: 1182-90.
    • (2009) Am J Epidemiol , vol.169 , pp. 1182-1190
    • Weng, H.Y.1    Hsueh, Y.H.2    Messam, L.L.M.3    Hertz-Picciotto, I.4
  • 28
    • 0025850955 scopus 로고
    • Reducing mean squared error in the analysis of stratified epidemiologic studies
    • Greenland S. Reducing mean squared error in the analysis of stratified epidemiologic studies. Biometrics 1991;47:773-75.
    • (1991) Biometrics , vol.47 , pp. 773-775
    • Greenland, S.1
  • 29
    • 79953903665 scopus 로고    scopus 로고
    • On model selection and model misspecification in causal inference
    • Vansteelandt S, Bekaert M, Claeskens G. On model selection and model misspecification in causal inference. Stat Methods Med Res 2012;21:7-30.
    • (2012) Stat Methods Med Res , vol.21 , pp. 7-30
    • Vansteelandt, S.1    Bekaert, M.2    Claeskens, G.3
  • 30
    • 53649093091 scopus 로고    scopus 로고
    • Sodium intake in infancy and blood pressure at 7 years: findings from the Avon Longitudinal Study of Parents and Children
    • Brion MJ, Ness AR, Davey Smith G et al. Sodium intake in infancy and blood pressure at 7 years: findings from the Avon Longitudinal Study of Parents and Children. Eur J Clin Nutr 2008;62:1162-69.
    • (2008) Eur J Clin Nutr , vol.62 , pp. 1162-1169
    • Brion, M.J.1    Ness, A.R.2    Davey Smith, G.3
  • 31
    • 42649123893 scopus 로고
    • Statistical methods for comparing regression coefficients between models
    • Clogg CC, Petkova E, Haritou A. Statistical methods for comparing regression coefficients between models. Am J Sociol 1995;100:1261-93.
    • (1995) Am J Sociol , vol.100 , pp. 1261-1293
    • Clogg, C.C.1    Petkova, E.2    Haritou, A.3
  • 32
    • 84985653912 scopus 로고
    • Inference on collapsibility in generalized linear models
    • Greenland S, Maldonado G. Inference on collapsibility in generalized linear models. Biometr J 1994;36:771-82.
    • (1994) Biometr J , vol.36 , pp. 771-782
    • Greenland, S.1    Maldonado, G.2
  • 33
    • 0343378394 scopus 로고
    • Closed form and dually consistent methods for inference on strict collapsibility in 2x2xK and 2xJxK tables
    • Greenland S, Mickey RM. Closed form and dually consistent methods for inference on strict collapsibility in 2x2xK and 2xJxK tables. Appl Stat 1988;37:335-43.
    • (1988) Appl Stat , vol.37 , pp. 335-343
    • Greenland, S.1    Mickey, R.M.2
  • 34
    • 0033858016 scopus 로고    scopus 로고
    • When should epidemiologic regressions use random coefficients?
    • Greenland S. When should epidemiologic regressions use random coefficients? Biometrics 2000;56:915-21.
    • (2000) Biometrics , vol.56 , pp. 915-921
    • Greenland, S.1
  • 35
    • 0033994631 scopus 로고    scopus 로고
    • Principles of multilevel modelling
    • Greenland S. Principles of multilevel modelling. Int J Epidemiol 2000;29:158-67.
    • (2000) Int J Epidemiol , vol.29 , pp. 158-167
    • Greenland, S.1
  • 36
    • 34447343362 scopus 로고    scopus 로고
    • Bayesian perspectives for epidemiological research. II. Regression analysis
    • Greenland S. Bayesian perspectives for epidemiological research. II. Regression analysis. Int J Epidemiol 2007;36:195-202.
    • (2007) Int J Epidemiol , vol.36 , pp. 195-202
    • Greenland, S.1
  • 37
    • 40049100642 scopus 로고    scopus 로고
    • Invited commentary: Variable selection versus shrinkage in the control of multiple confounders
    • Greenland S. Invited commentary: Variable selection versus shrinkage in the control of multiple confounders. Am J Epidemiol 2008;167:523-29.
    • (2008) Am J Epidemiol , vol.167 , pp. 523-529
    • Greenland, S.1
  • 38
    • 0028243865 scopus 로고
    • The interpretation of multiplicative model parameters as standardized parameters
    • Greenland S, Maldonado G. The interpretation of multiplicative model parameters as standardized parameters. Stat Med 1994;13:989-99.
    • (1994) Stat Med , vol.13 , pp. 989-999
    • Greenland, S.1    Maldonado, G.2
  • 39
    • 0027324646 scopus 로고
    • Interpreting model coefficients when the truemodel form is unknown
    • Maldonado G, Greenland S. Interpreting model coefficients when the truemodel form is unknown. Epidemiology 1993;4:310-18.
    • (1993) Epidemiology , vol.4 , pp. 310-318
    • Maldonado, G.1    Greenland, S.2
  • 41
    • 33947100520 scopus 로고    scopus 로고
    • Atopy and asthma in rural Poland: a paradigm for the emergence of childhood respiratory allergies in Europe
    • Sozanska B, MacNeill SJ, Kajderowicz-KowalikMet al. Atopy and asthma in rural Poland: a paradigm for the emergence of childhood respiratory allergies in Europe. Allergy 2007;62:394-400.
    • (2007) Allergy , vol.62 , pp. 394-400
    • Sozanska, B.1    MacNeill, S.J.2    Kajderowicz-Kowalik, M.3
  • 42
    • 0002178053 scopus 로고
    • Bias reduction of maximum likelihood estimates
    • Firth D. Bias reduction of maximum likelihood estimates. Biometrika 1993;80:27-38.
    • (1993) Biometrika , vol.80 , pp. 27-38
    • Firth, D.1
  • 43
    • 77956891313 scopus 로고
    • Bias reduction of maximum likelihood estimates
    • Firth D. Bias reduction of maximum likelihood estimates. Biometrika 1995;82:667-67.
    • (1995) Biometrika , vol.82 , pp. 667-667
    • Firth, D.1
  • 44
    • 84941024439 scopus 로고    scopus 로고
    • Penalization, bias reduction, and default priors in logistic and related categorical and survival regressions
    • Greenland S, Mansournia MA. Penalization, bias reduction, and default priors in logistic and related categorical and survival regressions. Stat Med 2015;34:3133-43.
    • (2015) Stat Med , vol.34 , pp. 3133-3143
    • Greenland, S.1    Mansournia, M.A.2
  • 45
    • 84971621397 scopus 로고    scopus 로고
    • Bayesian logistic regression via penalized likelihood estimation
    • Discacciatti A, Orsini N, Greenland S. Bayesian logistic regression via penalized likelihood estimation. Stata J 2015;15:3.
    • (2015) Stata J , vol.15 , pp. 3
    • Discacciatti, A.1    Orsini, N.2    Greenland, S.3
  • 46
    • 84875595678 scopus 로고    scopus 로고
    • Bayesian regression in SAS software
    • Sullivan S, Greenland S. Bayesian regression in SAS software. Int J Epidemiol 2013;42:308-17.
    • (2013) Int J Epidemiol , vol.42 , pp. 308-317
    • Sullivan, S.1    Greenland, S.2
  • 47
    • 33645533816 scopus 로고    scopus 로고
    • Smoothing observational data: a philosophy and implementation for the health sciences
    • Greenland S. Smoothing observational data: a philosophy and implementation for the health sciences. Int Statist Rev 2006;74:31-46.
    • (2006) Int Statist Rev , vol.74 , pp. 31-46
    • Greenland, S.1
  • 48
    • 0034159815 scopus 로고    scopus 로고
    • Problems due to small samples and sparse data in conditional logistic regression analysis
    • Greenland S, Schwartzbaum JA, Finkle WD. Problems due to small samples and sparse data in conditional logistic regression analysis. Am J Epidemiol 2000;151:531-39.
    • (2000) Am J Epidemiol , vol.151 , pp. 531-539
    • Greenland, S.1    Schwartzbaum, J.A.2    Finkle, W.D.3
  • 49
    • 67651052307 scopus 로고    scopus 로고
    • Exhaustion, automation, theory, and confounding
    • Joffe MM. Exhaustion, automation, theory, and confounding. Epidemiology 2009;20:523-24.
    • (2009) Epidemiology , vol.20 , pp. 523-524
    • Joffe, M.M.1
  • 50
    • 67651042983 scopus 로고    scopus 로고
    • High-dimensional propensity score adjustment in studies of treatment effects using health care claims data
    • Schneeweiss S, Rassen JA, Glynn RJ, Avorn J, Mogun H, Brookhart MA. High-dimensional propensity score adjustment in studies of treatment effects using health care claims data. Epidemiology 2009;20:512-22.
    • (2009) Epidemiology , vol.20 , pp. 512-522
    • Schneeweiss, S.1    Rassen, J.A.2    Glynn, R.J.3    Avorn, J.4    Mogun, H.5    Brookhart, M.A.6
  • 51
    • 0024503860 scopus 로고
    • Modelling and variable selection in epidemiologic analysis
    • Greenland S. Modelling and variable selection in epidemiologic analysis. Am J Public Health 1989;79:340-49.
    • (1989) Am J Public Health , vol.79 , pp. 340-349
    • Greenland, S.1
  • 52
    • 0027189767 scopus 로고
    • Methods for epidemiologic analyses of multiple exposures: A review and a comparative study of maximum-likelihood, preliminary testing, and empirical-Bayes regression
    • Greenland S. Methods for epidemiologic analyses of multiple exposures: A review and a comparative study of maximum-likelihood, preliminary testing, and empirical-Bayes regression. Stat Med 1993;12:717-36.
    • (1993) Stat Med , vol.12 , pp. 717-736
    • Greenland, S.1
  • 53
  • 54
    • 0033402597 scopus 로고    scopus 로고
    • Multilevel modelling and model averaging
    • Greenland S. Multilevel modelling and model averaging. Scand J Work Environ Health 1999;25:43-48.
    • (1999) Scand J Work Environ Health , vol.25 , pp. 43-48
    • Greenland, S.1
  • 55
    • 84866768287 scopus 로고    scopus 로고
    • Bayesian effect estimation accounting for adjustment uncertainty (with discussion)
    • Wang C, Parmigiani G, Dominici F. Bayesian effect estimation accounting for adjustment uncertainty (with discussion). Biometrics 2012;68:661-86.
    • (2012) Biometrics , vol.68 , pp. 661-686
    • Wang, C.1    Parmigiani, G.2    Dominici, F.3


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