EFFECTS OF EXPOSURE MISCLASSIFICATION ON REGRESSION-ANALYSES OF EPIDEMIOLOGIC FOLLOW-UP-STUDY DATA

被引:21
作者
READECHRISTOPHER, SJ [1 ]
KUPPER, LL [1 ]
机构
[1] UNIV N CAROLINA,DEPT BIOSTAT,CHAPEL HILL,NC 27599
关键词
CATEGORICAL DATA; EPIDEMIOLOGY; ESTIMATION; LOGISTIC REGRESSION; MAXIMUM LIKELIHOOD ESTIMATION; MISCLASSIFICATION BIAS; POISSON REGRESSION; WEIGHTED LEAST SQUARES;
D O I
10.2307/2532144
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In epidemiologic studies, subjects are often misclassified as to their level of exposure. Ignoring this misclassification error in the analysis introduces bias in the estimates of certain parameters and invalidates many hypothesis tests. For situations in which there is misclassification of exposure in a follow-up study with categorical data, we have developed a model that permits consideration of any number of exposure categories and any number of multiple-category covariates. When used with logistic and Poisson regression procedures, this model helps assess the potential for bias when misclassification is ignored. When reliable ancillary information is available, the model can be used to correct for misclassification bias in the estimates produced by these regression procedures.
引用
收藏
页码:535 / 548
页数:14
相关论文
共 27 条
[1]   EFFECTS OF MISCLASSIFICATION ON ESTIMATION OF RELATIVE RISK [J].
BARRON, BA .
BIOMETRICS, 1977, 33 (02) :414-418
[2]   MISCLASSIFICATION IN 2 X 2 TABLES [J].
BROSS, I .
BIOMETRICS, 1954, 10 (04) :478-486
[4]   BIAS DUE TO MISCLASSIFICATION IN ESTIMATION OF RELATIVE RISK [J].
COPELAND, KT ;
CHECKOWAY, H ;
MCMICHAEL, AJ ;
HOLBROOK, RH .
AMERICAN JOURNAL OF EPIDEMIOLOGY, 1977, 105 (05) :488-495
[5]   EFFECTS OF ERRORS IN CLASSIFICATION AND DIAGNOSIS IN VARIOUS TYPES OF EPIDEMIOLOGICAL-STUDIES [J].
DIAMOND, EL ;
LILIENFELD, AM .
AMERICAN JOURNAL OF PUBLIC HEALTH AND THE NATIONS HEALTH, 1962, 52 (07) :1137-&
[6]   CORRECTING FOR THE EFFECT OF MISCLASSIFICATION BIAS IN A CASE-CONTROL STUDY USING DATA FROM 2 DIFFERENT QUESTIONNAIRES [J].
ELTON, RA ;
DUFFY, SW .
BIOMETRICS, 1983, 39 (03) :659-663
[7]   LOG-LINEAR MODELS FOR DOUBLY SAMPLED CATEGORICAL-DATA FITTED BY THE EM ALGORITHM [J].
ESPELAND, MA ;
ODOROFF, CL .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1985, 80 (391) :663-670
[8]   A GENERAL-APPROACH TO ANALYZING EPIDEMIOLOGIC DATA THAT CONTAIN MISCLASSIFICATION ERRORS [J].
ESPELAND, MA ;
HUI, SL .
BIOMETRICS, 1987, 43 (04) :1001-1012
[9]   THE ANALYSIS OF RATES USING POISSON REGRESSION-MODELS [J].
FROME, EL .
BIOMETRICS, 1983, 39 (03) :665-674
[10]   METHODOLOGICAL ISSUES IN CASE-CONTROL STUDIES .3. THE EFFECT OF JOINT MISCLASSIFICATION OF RISK-FACTORS AND CONFOUNDING FACTORS UPON ESTIMATION AND POWER [J].
FUNG, KY ;
HOWE, GR .
INTERNATIONAL JOURNAL OF EPIDEMIOLOGY, 1984, 13 (03) :366-370