Nonlinear modeling growth body weight of Mangalarga Marchador horses
ABSTRACT: The analysis of the growth and development of various species has been done using the growth curves of the specific animal based on non-linear models. The objective of the current study was to evaluate the fit of the Brody, Gompertz, Logistic and von Bertalanffy models to the cross-section...
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Universidade Federal de Santa Maria
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doaj-468f3c917d5c4f0d95dd9c043c09a0732020-11-24T23:06:42ZengUniversidade Federal de Santa MariaCiência Rural1678-459647410.1590/0103-8478cr20160636S0103-84782017000400657Nonlinear modeling growth body weight of Mangalarga Marchador horsesFelipe Amorim Caetano SouzaTales Jesus FernandesRaquel Silva de MouraSarah Laguna Conceição MeirellesRafaela Aparecida RibeiroFabiana Oliveira CunhaJoel Augusto MunizABSTRACT: The analysis of the growth and development of various species has been done using the growth curves of the specific animal based on non-linear models. The objective of the current study was to evaluate the fit of the Brody, Gompertz, Logistic and von Bertalanffy models to the cross-sectional data of the live weight of the MangalargaMarchador horses to identify the best model and make accurate predictions regarding the growth and maturity in the males and females of this breed. The study involved recording the weight of 214 horses, of which 94 were males and 120 were non-pregnant females, between 6 and 153 months of age. The parameters of the model were estimated by employing the method of least squares, using the iteratively regularized Gauss-Newton method and the R software package. Comparison of the models was done based on the following criteria: coefficient of determination (R²); Residual Standard Deviation (RSD); corrected Akaike Information Criterion (AICc). The estimated weight of the adult horses by the models ranged between 431kg and 439kg for males and between 416kg and 420kg for females. The growth curves were studied using the cross-sectional data collection method. For males the von Bertalanffymodel was found to be the most effective in expressing growth, while in females the Brody model was more suitable. The MangalargaMarchador females achieve adult body weight earlier than the males.http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0103-84782017000400657&lng=en&tlng=enagebody weightcross-sectional methodstatistical models |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Felipe Amorim Caetano Souza Tales Jesus Fernandes Raquel Silva de Moura Sarah Laguna Conceição Meirelles Rafaela Aparecida Ribeiro Fabiana Oliveira Cunha Joel Augusto Muniz |
spellingShingle |
Felipe Amorim Caetano Souza Tales Jesus Fernandes Raquel Silva de Moura Sarah Laguna Conceição Meirelles Rafaela Aparecida Ribeiro Fabiana Oliveira Cunha Joel Augusto Muniz Nonlinear modeling growth body weight of Mangalarga Marchador horses Ciência Rural age body weight cross-sectional method statistical models |
author_facet |
Felipe Amorim Caetano Souza Tales Jesus Fernandes Raquel Silva de Moura Sarah Laguna Conceição Meirelles Rafaela Aparecida Ribeiro Fabiana Oliveira Cunha Joel Augusto Muniz |
author_sort |
Felipe Amorim Caetano Souza |
title |
Nonlinear modeling growth body weight of Mangalarga Marchador horses |
title_short |
Nonlinear modeling growth body weight of Mangalarga Marchador horses |
title_full |
Nonlinear modeling growth body weight of Mangalarga Marchador horses |
title_fullStr |
Nonlinear modeling growth body weight of Mangalarga Marchador horses |
title_full_unstemmed |
Nonlinear modeling growth body weight of Mangalarga Marchador horses |
title_sort |
nonlinear modeling growth body weight of mangalarga marchador horses |
publisher |
Universidade Federal de Santa Maria |
series |
Ciência Rural |
issn |
1678-4596 |
description |
ABSTRACT: The analysis of the growth and development of various species has been done using the growth curves of the specific animal based on non-linear models. The objective of the current study was to evaluate the fit of the Brody, Gompertz, Logistic and von Bertalanffy models to the cross-sectional data of the live weight of the MangalargaMarchador horses to identify the best model and make accurate predictions regarding the growth and maturity in the males and females of this breed. The study involved recording the weight of 214 horses, of which 94 were males and 120 were non-pregnant females, between 6 and 153 months of age. The parameters of the model were estimated by employing the method of least squares, using the iteratively regularized Gauss-Newton method and the R software package. Comparison of the models was done based on the following criteria: coefficient of determination (R²); Residual Standard Deviation (RSD); corrected Akaike Information Criterion (AICc). The estimated weight of the adult horses by the models ranged between 431kg and 439kg for males and between 416kg and 420kg for females. The growth curves were studied using the cross-sectional data collection method. For males the von Bertalanffymodel was found to be the most effective in expressing growth, while in females the Brody model was more suitable. The MangalargaMarchador females achieve adult body weight earlier than the males. |
topic |
age body weight cross-sectional method statistical models |
url |
http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0103-84782017000400657&lng=en&tlng=en |
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