Modeling development of sleep-wake behaviors: I. Using the mixed general linear model

被引:38
作者
Holditch-Davis, D [1 ]
Edwards, LJ
Helms, RW
机构
[1] Univ N Carolina, Sch Nursing, Dept Hlth Women & Children, Chapel Hill, NC 27515 USA
[2] Univ N Carolina, Sch Publ Hlth, Dept Biostat, Chapel Hill, NC 27515 USA
关键词
mixed general linear model; longitudinal studies; development; preterm infants; sleep-wake states;
D O I
10.1016/S0031-9384(97)00459-9
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
The purpose of this paper is to demonstrate the use of the mixed general linear model (MixMod) for modeling development of sleep-wake behaviors in preterm infants. The mixed general linear model allows the concurrent identification of both group and individual developmental patterns in longitudinal data sets with inconsistently timed data, irregularly timed data, and randomly missing values. This statistical technique is well suited to data from preterm infants because these infants enter and leave longitudinal studies at varying times depending on their health status. One sleep organizational variable-the regularity of respiration inquiet sleep-obtained from a study of 37 preterm infants was used as an example. Seven infant characteristics were used as covariates. The, various steps involved in conducting a mixed model analysis of this variable are illustrated. The strengths and limitations of this technique are discussed. (C) 1998 Elsevier Science Inc.
引用
收藏
页码:311 / 318
页数:8
相关论文
共 41 条
[1]   SLEEP-WAKE STATE ORGANIZATION, NEONATAL ASSESSMENT AND DEVELOPMENT IN PREMATURE-INFANTS DURING THE 1ST YEAR OF LIFE .2. [J].
ANDERS, TF ;
KEENER, MA ;
KRAEMER, H .
SLEEP, 1985, 8 (03) :193-206
[2]  
ANDRADE DA, 1986, COMMUNICATIONS STAT, V13, P89
[3]   ML ESTIMATION FOR THE MULTIVARIATE NORMAL-DISTRIBUTION WITH GENERAL LINEAR-MODEL MEAN AND LINEAR-STRUCTURE COVARIANCE-MATRIX - ONE-POPULATION, COMPLETE-DATA CASE [J].
ANDRADE, DF ;
HELMS, RW .
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 1986, 15 (06) :1927-1955
[4]  
AYLWARD GP, 1981, CHILD DEV, V52, P564, DOI 10.2307/1129175
[5]   SIMPLIFIED SCORE FOR ASSESSMENT OF FETAL MATURATION OF NEWLY BORN INFANTS [J].
BALLARD, JL ;
NOVAK, KK ;
DRIVER, M .
JOURNAL OF PEDIATRICS, 1979, 95 (05) :769-774
[6]   DEVELOPMENT OF SLEEP STATES IN NORMAL PREMATURE AND FULL-TERM NEWBORNS [J].
CURZIDASCALOVA, L ;
PEIRANO, P ;
MORELKAHN, F .
DEVELOPMENTAL PSYCHOBIOLOGY, 1988, 21 (05) :431-444
[7]  
DREYFUS-BRISAC C, 1970, Developmental Psychobiology, V3, P91, DOI 10.1002/dev.420030203
[8]  
DREYFUSBRISAC C, 1975, BIOL PSYCHIAT, V10, P485
[9]   CLINICAL ASSESSMENT OF GESTATIONAL AGE IN NEWBORN INFANT [J].
DUBOWITZ, LM ;
DUBOWITZ, V ;
GOLDBERG, C .
JOURNAL OF PEDIATRICS, 1970, 77 (01) :1-+
[10]  
Fairclough DL, 2007, J STAT COMPUT SIM, V25, P205