Mixed nonlinear models in ruminal in situ degradability trials
Autor(a) principal: | |
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Data de Publicação: | 2020 |
Outros Autores: | , , , |
Tipo de documento: | Artigo |
Idioma: | por eng |
Título da fonte: | Ciência animal brasileira (Online) |
Texto Completo: | https://revistas.ufg.br/vet/article/view/57596 |
Resumo: | Classical methods of analysis of nonlinear models are widely used in studies of ruminal degradation kinetics. As this type of study involves repeated measurements in the same experimental unit, the use of mixed nonlinear models (MNLM) is proposed, in order to solve problems of heterogeneity of variances of the responses, correlation among repeated measurements and consequent lack of sphericity in the covariance matrix. The aims of this work are to present an evaluation of the applicability of MNLM in the estimation of parameters to describe the in situ ruminal degradation kinetics of the dry matter of Tifton 85 hay and to compare the results with those obtained from the usual analysis in two-phases. The steers used in the trial were fed diets composed of three different combinations of roughage and concentrate and two hays with different nutritional qualities. The proposed approach was proven as effective as the traditional one for estimating model parameters. However, it adequately models the correlation among the longitudinal data, which can affect the estimates obtained, the standard error associated with them and potentially change the results of the inferences. It is quite attractive when the research seeks to understand the behavior of the process of food degradation throughout the incubation times.Keywords: Ruminal degradation kinetics; Longitudinal data; Covariance matrix; Random effects; Dry matter. |
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Mixed nonlinear models in ruminal in situ degradability trialsModelos não lineares mistos em ensaios de degradabilidade ruminal in situClassical methods of analysis of nonlinear models are widely used in studies of ruminal degradation kinetics. As this type of study involves repeated measurements in the same experimental unit, the use of mixed nonlinear models (MNLM) is proposed, in order to solve problems of heterogeneity of variances of the responses, correlation among repeated measurements and consequent lack of sphericity in the covariance matrix. The aims of this work are to present an evaluation of the applicability of MNLM in the estimation of parameters to describe the in situ ruminal degradation kinetics of the dry matter of Tifton 85 hay and to compare the results with those obtained from the usual analysis in two-phases. The steers used in the trial were fed diets composed of three different combinations of roughage and concentrate and two hays with different nutritional qualities. The proposed approach was proven as effective as the traditional one for estimating model parameters. However, it adequately models the correlation among the longitudinal data, which can affect the estimates obtained, the standard error associated with them and potentially change the results of the inferences. It is quite attractive when the research seeks to understand the behavior of the process of food degradation throughout the incubation times.Keywords: Ruminal degradation kinetics; Longitudinal data; Covariance matrix; Random effects; Dry matter.Métodos clássicos de análise de modelos não lineares são amplamente utilizados em estudos da cinética de degradação ruminal. Como esse tipo de estudo envolve medidas repetidas na mesma unidade experimental, propõe-se o uso de modelos não lineares mistos (MNLM), buscando resolver os problemas de heterogeneidade de variâncias das respostas, de correlação entre as medidas repetida se a consequente falta de esfericidade da matriz de covariâncias. Os objetivos deste trabalho envolvem apresentar uma avaliação da aplicabilidade dos MNLM na estimação de parâmetros para descrever a cinética de degradação ruminal in situ da matéria seca de fenos de capim-Tifton 85 e comparar os seus resultados com os obtidos da análise usual realizada em duas fases. Os novilhos utilizados no ensaio foram alimentados com rações compostas por três diferentes combinações de volumoso e concentrado e dois fenos com diferentes qualidades nutricionais. A abordagem proposta mostrou-se tão efetiva quanto à tradicional para a estimação dos parâmetros do modelo. Contudo, ela modela de forma adequada a correlação entre os dados longitudinais, o que pode afetar as estimativas obtidas, o erro padrão associado a elas e, potencialmente, alterar os resultados das inferências. É bastante atraente quando a pesquisa busca entender o comportamento do processo da degradação dos alimentos ao longo dos tempos de incubação.Palavras-chave: Cinética de degradação ruminal; Dados longitudinais; Efeitos aleatórios; Matéria seca; Matriz de variâncias e covariâncias.Universidade Federal de Goiás2020-06-16info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdftext/htmlapplication/pdftext/htmlhttps://revistas.ufg.br/vet/article/view/57596Brazilian Animal Science/ Ciência Animal Brasileira; Vol. 21 (2020): Continuous publicationCiência Animal Brasileira / Brazilian Animal Science; v. 21 (2020): Publicação contínua1809-68911518-2797reponame:Ciência animal brasileira (Online)instname:Universidade Federal de Goiás (UFG)instacron:UFGporenghttps://revistas.ufg.br/vet/article/view/57596/34932https://revistas.ufg.br/vet/article/view/57596/34933https://revistas.ufg.br/vet/article/view/57596/34934https://revistas.ufg.br/vet/article/view/57596/34935Copyright (c) 2020 Ciência Animal Brasileirainfo:eu-repo/semantics/openAccessMedeiros, Simone Daniela Sartorio deLima, Cesar Gonçalves deSavian, Taciana VilellaMalheiros, Euclides BragaWerner, Simone Silmara2023-03-23T18:46:38Zoai:ojs.revistas.ufg.br:article/57596Revistahttps://revistas.ufg.br/vetPUBhttps://revistas.ufg.br/vet/oai||revistacab@gmail.com1809-68911518-2797opendoar:2024-05-21T19:56:24.742774Ciência animal brasileira (Online) - Universidade Federal de Goiás (UFG)true |
dc.title.none.fl_str_mv |
Mixed nonlinear models in ruminal in situ degradability trials Modelos não lineares mistos em ensaios de degradabilidade ruminal in situ |
title |
Mixed nonlinear models in ruminal in situ degradability trials |
spellingShingle |
Mixed nonlinear models in ruminal in situ degradability trials Medeiros, Simone Daniela Sartorio de |
title_short |
Mixed nonlinear models in ruminal in situ degradability trials |
title_full |
Mixed nonlinear models in ruminal in situ degradability trials |
title_fullStr |
Mixed nonlinear models in ruminal in situ degradability trials |
title_full_unstemmed |
Mixed nonlinear models in ruminal in situ degradability trials |
title_sort |
Mixed nonlinear models in ruminal in situ degradability trials |
author |
Medeiros, Simone Daniela Sartorio de |
author_facet |
Medeiros, Simone Daniela Sartorio de Lima, Cesar Gonçalves de Savian, Taciana Vilella Malheiros, Euclides Braga Werner, Simone Silmara |
author_role |
author |
author2 |
Lima, Cesar Gonçalves de Savian, Taciana Vilella Malheiros, Euclides Braga Werner, Simone Silmara |
author2_role |
author author author author |
dc.contributor.author.fl_str_mv |
Medeiros, Simone Daniela Sartorio de Lima, Cesar Gonçalves de Savian, Taciana Vilella Malheiros, Euclides Braga Werner, Simone Silmara |
description |
Classical methods of analysis of nonlinear models are widely used in studies of ruminal degradation kinetics. As this type of study involves repeated measurements in the same experimental unit, the use of mixed nonlinear models (MNLM) is proposed, in order to solve problems of heterogeneity of variances of the responses, correlation among repeated measurements and consequent lack of sphericity in the covariance matrix. The aims of this work are to present an evaluation of the applicability of MNLM in the estimation of parameters to describe the in situ ruminal degradation kinetics of the dry matter of Tifton 85 hay and to compare the results with those obtained from the usual analysis in two-phases. The steers used in the trial were fed diets composed of three different combinations of roughage and concentrate and two hays with different nutritional qualities. The proposed approach was proven as effective as the traditional one for estimating model parameters. However, it adequately models the correlation among the longitudinal data, which can affect the estimates obtained, the standard error associated with them and potentially change the results of the inferences. It is quite attractive when the research seeks to understand the behavior of the process of food degradation throughout the incubation times.Keywords: Ruminal degradation kinetics; Longitudinal data; Covariance matrix; Random effects; Dry matter. |
publishDate |
2020 |
dc.date.none.fl_str_mv |
2020-06-16 |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
https://revistas.ufg.br/vet/article/view/57596 |
url |
https://revistas.ufg.br/vet/article/view/57596 |
dc.language.iso.fl_str_mv |
por eng |
language |
por eng |
dc.relation.none.fl_str_mv |
https://revistas.ufg.br/vet/article/view/57596/34932 https://revistas.ufg.br/vet/article/view/57596/34933 https://revistas.ufg.br/vet/article/view/57596/34934 https://revistas.ufg.br/vet/article/view/57596/34935 |
dc.rights.driver.fl_str_mv |
Copyright (c) 2020 Ciência Animal Brasileira info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
Copyright (c) 2020 Ciência Animal Brasileira |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf text/html application/pdf text/html |
dc.publisher.none.fl_str_mv |
Universidade Federal de Goiás |
publisher.none.fl_str_mv |
Universidade Federal de Goiás |
dc.source.none.fl_str_mv |
Brazilian Animal Science/ Ciência Animal Brasileira; Vol. 21 (2020): Continuous publication Ciência Animal Brasileira / Brazilian Animal Science; v. 21 (2020): Publicação contínua 1809-6891 1518-2797 reponame:Ciência animal brasileira (Online) instname:Universidade Federal de Goiás (UFG) instacron:UFG |
instname_str |
Universidade Federal de Goiás (UFG) |
instacron_str |
UFG |
institution |
UFG |
reponame_str |
Ciência animal brasileira (Online) |
collection |
Ciência animal brasileira (Online) |
repository.name.fl_str_mv |
Ciência animal brasileira (Online) - Universidade Federal de Goiás (UFG) |
repository.mail.fl_str_mv |
||revistacab@gmail.com |
_version_ |
1799874790038700032 |