Multilevel Analysis for Repeated Measures Data in Lambs

被引:1
作者
Akkol, Suna [1 ]
Karakus, Ferda [1 ]
Cengiz, Firat [1 ]
机构
[1] Van Yuzuncu Yil Univ, Fac Agr, Dept Anim Sci, Van, Turkey
来源
JOURNAL OF AGRICULTURAL SCIENCES-TARIM BILIMLERI DERGISI | 2018年 / 24卷 / 02期
关键词
Repeated data; Multilevel models; Intra-class correlation; Individual growth models; MODELS; GROWTH;
D O I
10.15832/ankutbd.446440
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
The study was conducted to compare the individual growth curves models and to detect individual differences in the growth rate by a performing multilevel analysis. The data set used for this purpose consisted of live weight records of 52 crossbred lambs from birth to 182 days of age. There were 670 observations in level-1 units which were the repeated measurements over time, and there were 52 observations in level-2 units which were lambs. In the study, parameter estimation of time-independent covariate factors, such as gender, birth type and birth weight, was performed by using five different models within the framework of multilevel modeling. LRT, AIC and BIC were used for the selection of the best model. The "Conditional Quadratic Growth Model-B" provided the best fit to the data set. The multilevel analysis indicated that linear and quadratic growth in lambs was significant. According to the results of the study, individual growth curves can he investigated using multilevel modeling in animal studies which is an important parameter of the individual growth rate.
引用
收藏
页码:218 / 226
页数:9
相关论文
共 28 条
[1]   NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION [J].
AKAIKE, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) :716-723
[2]   Using individual growth model to analyze the change in quality of life from adolescence to adulthood [J].
Chen, Henian ;
Cohen, Patricia .
HEALTH AND QUALITY OF LIFE OUTCOMES, 2006, 4 (1)
[3]   Applications of individual growth curve modeling for pediatric psychology research [J].
DeLucia, Christian ;
Pitts, Steven C. .
JOURNAL OF PEDIATRIC PSYCHOLOGY, 2006, 31 (10) :1002-1023
[4]  
Dudley W N, 2009, ONCOLOGY NURSING FOR, V36, P11
[5]  
Goldstein H., 1999, MULTILEVEL STAT MODE
[6]   A multi-level model of data with repeated measures of the effect of lamb diarrhoea on weight [J].
Green, LE ;
Berriatua, E ;
Morgan, KL .
PREVENTIVE VETERINARY MEDICINE, 1998, 36 (02) :85-94
[7]  
Gulliford MC, 1999, AM J EPIDEMIOL, V149, P876
[8]  
Hedeker D., 2004, SAGE HDB QUANTITATIV
[9]  
Hedeker D., 2006, LONGITUDINAL DATA AN
[10]  
Hox JJ, 2010, Multilevel analysis: Techniques and applications, V2nd, DOI DOI 10.4324/9781315650982