THE USE OF RESIDUALS FOR LONGITUDINAL DATA-ANALYSIS - THE EXAMPLE OF CHILD GROWTH

被引:25
作者
ESREY, SA
CASELLA, G
HABICHT, JP
机构
[1] CORNELL UNIV,BIOMETR UNIT,ITHACA,NY 14853
[2] CORNELL UNIV,DIV NUTR SCI,ITHACA,NY 14853
关键词
Anthropometry; Child; Growth; Statistics;
D O I
10.1093/oxfordjournals.aje.a115506
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
Health impact evaluations often measure changes in health status over part of a total life experience. The effects on health up to and including the start of the evaluation, which are embodied in the measure of initial health status, need to be removed while examining the effects that other variables exert during the evaluation period on final health status. Statistical models, which include initial health status as a covariate while examining the effects of other variables during the evaluation, confound the effects of a determinant during evaluation with preevaluatlon effects, because they do not differentiate between effects produced at different times by the same determinant A residual model removes the preevaluatlon effects by regressing final health status on initial health status. The residuals from this regression are then regressed on the other predictor variables. In this paper, standard covarlate adjustment, which includes all effects simultaneously, is compared with a two-part residual model using child growth as an example. The simultaneous model over- and underpredicts growth relative to the residual model depending on the age and initial body size of a child. In general, whenever initial (preintervention) and final (postinterventlon) measures of health outcome exist, the residual model should be considered on the basis of biologic and epidemiologic consideration, not solely on statistical optirnality. © 1990 by The Johns Hopkins University School of Hygiene and Public Health.
引用
收藏
页码:365 / 372
页数:8
相关论文
共 16 条
[1]   A NOTE ON STAGEWISE REGRESSION [J].
ALLEY, WM .
AMERICAN STATISTICIAN, 1987, 41 (02) :132-134
[2]  
ASHWORTH A, 1986, NUTR REV, V44, P157, DOI 10.1111/j.1753-4887.1986.tb07613.x
[3]  
CASELLA G, 1988, AM STAT, V42, P91
[4]   EFFECT OF REGRESSION TO MEAN IN EPIDEMIOLOGIC AND CLINICAL STUDIES [J].
DAVIS, CE .
AMERICAN JOURNAL OF EPIDEMIOLOGY, 1976, 104 (05) :493-498
[5]   DRINKING-WATER SOURCE, DIARRHEAL MORBIDITY, AND CHILD GROWTH IN VILLAGES WITH BOTH TRADITIONAL AND IMPROVED WATER-SUPPLIES IN RURAL LESOTHO, SOUTHERN-AFRICA [J].
ESREY, SA ;
HABICHT, JP ;
LATHAM, MC ;
SISLER, DG ;
CASELLA, G .
AMERICAN JOURNAL OF PUBLIC HEALTH, 1988, 78 (11) :1451-1455
[6]   RESIDUAL ANALYSIS [J].
FREUND, RJ ;
CLUNIESROSS, CW ;
VAIL, RW .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1961, 56 (293) :98-&
[7]  
FREUND RJ, 1961, J AM STAT ASSOC, V56, P1005
[8]  
GOLDBERGER A, 1961, J AM STAT ASSOC, V56, P105
[10]   TECHNIQUES OF TREND ANALYSIS FOR MONTHLY WATER-QUALITY DATA [J].
HIRSCH, RM ;
SLACK, JR ;
SMITH, RA .
WATER RESOURCES RESEARCH, 1982, 18 (01) :107-121