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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Main Authors: Felipe Amorim Caetano Souza, Tales Jesus Fernandes, Raquel Silva de Moura, Sarah Laguna Conceição Meirelles, Rafaela Aparecida Ribeiro, Fabiana Oliveira Cunha, Joel Augusto Muniz
Format: Article
Language:English
Published: Universidade Federal de Santa Maria
Series:Ciência Rural
Subjects:
age
Online Access:http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0103-84782017000400657&lng=en&tlng=en
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spelling 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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