Meta-análise sobre o consumo de matéria seca de ovinos criados no Brasil : estimação e comparação de modelos preditivos

Detalhes bibliográficos
Autor(a) principal: Pereira, Ana Paula Meira Soares
Data de Publicação: 2016
Tipo de documento: Tese
Idioma: por
Título da fonte: Repositório Institucional da UFMT
Texto Completo: http://ri.ufmt.br/handle/1/5335
Resumo: In this work statistical models were developed to predict the dry matter intake of sheep raised in Brazil, based on a datasheet, called "original base" which was composed of 32 published articles with an approach related to the consumption and performance of sheep, as well as diet offered to these animals. For the models’ development, randomly16 articles were randomly selected from "original base", totaling 75 observations that made up the "development base". The quality of the adjusted models was confirmed by means of the residue analysis considering the coefficient of determination (R2 ), adjusted coefficient of determination for the number of parameters of the model (R2 ajust) and the mean square error (MSE). The significance level of 5% was adopted in the hypothesis tests. From the developed models, those who presented the best evaluation were chosen. The analysis was proceed with the comparison between the models developed and those presented in the literature, with the validation through a set of 68 observations from 16 articles, called "validation base", resulting from the selection made previously, i.e., the ones were not used for the models' development. To measure the accuracy and precision of the models, it was adopted the intercept test equal to zero and slope of the line equal to one, correlation coefficient and agreement coefficient, the mean square error of precision, among other measures. For the analyzes, MINITAB Version 15 and MES version 3.1.15 software were used. For the development of predictive models of dry matter (kg / day), combinations of some of the following predictors were considered: live weight (kg), mean daily gain (kg / day), metabolic weight (kg), squared live weight (kg2 ), daily mean square gain (kg/day2 ) and squared (kg2 ) metabolic live weight. The work showed that, among the models developed, the equation described by CMS (kg / day) = - 0.1134 + 0.02494 * PV + 4.77 * GMD - 11.135 * GMD2 with a determination coefficient of 62% to estimate the consumption of dry matter in a more precise and accurate way, presenting in its validation a correlation coefficient and agreement of approximately 0.55. This conclusion also applies when compared to other models found in the literature.
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spelling Meta-análise sobre o consumo de matéria seca de ovinos criados no Brasil : estimação e comparação de modelos preditivosClima tropicalOvinoculturaRequisitos nutricionaisCNPQ::CIENCIAS AGRARIAS::AGRONOMIANutrient requirementsSheep breedingTropical climateIn this work statistical models were developed to predict the dry matter intake of sheep raised in Brazil, based on a datasheet, called "original base" which was composed of 32 published articles with an approach related to the consumption and performance of sheep, as well as diet offered to these animals. For the models’ development, randomly16 articles were randomly selected from "original base", totaling 75 observations that made up the "development base". The quality of the adjusted models was confirmed by means of the residue analysis considering the coefficient of determination (R2 ), adjusted coefficient of determination for the number of parameters of the model (R2 ajust) and the mean square error (MSE). The significance level of 5% was adopted in the hypothesis tests. From the developed models, those who presented the best evaluation were chosen. The analysis was proceed with the comparison between the models developed and those presented in the literature, with the validation through a set of 68 observations from 16 articles, called "validation base", resulting from the selection made previously, i.e., the ones were not used for the models' development. To measure the accuracy and precision of the models, it was adopted the intercept test equal to zero and slope of the line equal to one, correlation coefficient and agreement coefficient, the mean square error of precision, among other measures. For the analyzes, MINITAB Version 15 and MES version 3.1.15 software were used. For the development of predictive models of dry matter (kg / day), combinations of some of the following predictors were considered: live weight (kg), mean daily gain (kg / day), metabolic weight (kg), squared live weight (kg2 ), daily mean square gain (kg/day2 ) and squared (kg2 ) metabolic live weight. The work showed that, among the models developed, the equation described by CMS (kg / day) = - 0.1134 + 0.02494 * PV + 4.77 * GMD - 11.135 * GMD2 with a determination coefficient of 62% to estimate the consumption of dry matter in a more precise and accurate way, presenting in its validation a correlation coefficient and agreement of approximately 0.55. This conclusion also applies when compared to other models found in the literature.Neste trabalho foram desenvolvidos modelos estatísticos para predizer o consumo de matéria seca de ovinos criados no Brasil, com base em uma planilha de dados, denominada “base original” composta de 32 artigos publicados com abordagem relacionada ao consumo e desempenho de ovinos, bem como a dieta oferecida a esses animais. Para o desenvolvimento dos modelos, foram selecionados de forma aleatória da “base original”, 16 artigos totalizando 75 observações que compuseram a “base de desenvolvimento”. A qualidade dos modelos ajustados foi confirmada por meio da análise de resíduos considerando o coeficiente de determinação (R2 ), o coeficiente de determinação ajustado para o número de parâmetros do modelo (R2 ajust) e o erro quadrático médio (EQM). Adotou-se o nível de significância de 5% nos testes de hipótese. Dos modelos desenvolvidos, foram escolhidos os que apresentaram a melhor avaliação. Feito isso, procedeu-se as análises com a comparação entre os modelos desenvolvidos e os apresentados na literatura, com a validação por intermédio de um conjunto de 68 observações provenientes de 16 artigos, denominada “base de validação”, resultantes da seleção feita anteriormente, ou seja, que não foram utilizados para o desenvolvimento dos modelos. Para medir a acurácia e a precisão dos modelos, adotou-se o teste de intercepto igual a zero e inclinação da reta igual a um, o coeficiente de correlação e concordância, o erro quadrático médio de precisão, entre outras medidas. Para as análises, utilizou-se o MINITAB Versão 15 e o MES versão 3.1.15. Para o desenvolvimento dos modelos de predição do consumo de matéria seca (kg/dia) foram consideradas as combinações de algumas das seguintes variáveis preditoras: peso vivo (kg), ganho médio diário de peso (kg/dia), peso vivo metabólico (kg), peso vivo elevado ao quadrado (kg2 ), ganho médio diário de peso elevado ao quadrado (kg/dia2 ) e peso vivo metabólico elevado ao quadrado (kg2 ). O trabalho permitiu observar que dentre os modelos desenvolvidos, a equação descrita por CMS (kg/dia) = - 0,1314 + 0,02494 * PV + 4,77 * GMD – 11,135 * GMD2 com coeficiente de determinação de 62%, permitiu estimar o consumo de matéria seca de forma mais precisa e acurada apresentando na sua validação um coeficiente de correlação e concordância de aproximadamente 0,55. Essa conclusão também se aplica quando comparado com outros modelos encontrados na literatura.Universidade Federal de Mato GrossoBrasilFaculdade de Agronomia e Zootecnia (FAAZ)UFMT CUC - CuiabáPrograma de Pós-Graduação em Agricultura TropicalCabral, Luciano da SilvaEspinosa, Mariano Martínezhttp://lattes.cnpq.br/9561670286584410http://lattes.cnpq.br/8009596890587747Cabral, Luciano da Silva019.711.357-55http://lattes.cnpq.br/8009596890587747Paula, Nelcino Francisco de004.568.941-52http://lattes.cnpq.br/9430306792139455019.711.357-55132.155.378-18Silva, Felipe Gomes da081.780.426-90http://lattes.cnpq.br/9483417302010859Pacheco, Rodrigo Dias Lauritano299.118.388-89http://lattes.cnpq.br/6407507541274385Lima, César Gonçalves de016.425.778-04http://lattes.cnpq.br/8918425041291280Pereira, Ana Paula Meira Soares2024-03-06T14:45:13Z2022-12-282024-03-06T14:45:13Z2016-07-18info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisPEREIRA, Ana Paula Meira Soares. Meta-análise sobre o consumo de matéria seca de ovinos criados no Brasil: estimação e comparação de modelos preditivos. 2016. 89 f. Tese (Doutorado em Agricultura Tropical) - Universidade Federal de Mato Grosso, Faculdade de Agronomia e Zootecnia, Cuiabá, 2016.http://ri.ufmt.br/handle/1/5335porinfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFMTinstname:Universidade Federal de Mato Grosso (UFMT)instacron:UFMT2024-03-07T07:01:53Zoai:localhost:1/5335Repositório InstitucionalPUBhttp://ri.ufmt.br/oai/requestjordanbiblio@gmail.comopendoar:2024-03-07T07:01:53Repositório Institucional da UFMT - Universidade Federal de Mato Grosso (UFMT)false
dc.title.none.fl_str_mv Meta-análise sobre o consumo de matéria seca de ovinos criados no Brasil : estimação e comparação de modelos preditivos
title Meta-análise sobre o consumo de matéria seca de ovinos criados no Brasil : estimação e comparação de modelos preditivos
spellingShingle Meta-análise sobre o consumo de matéria seca de ovinos criados no Brasil : estimação e comparação de modelos preditivos
Pereira, Ana Paula Meira Soares
Clima tropical
Ovinocultura
Requisitos nutricionais
CNPQ::CIENCIAS AGRARIAS::AGRONOMIA
Nutrient requirements
Sheep breeding
Tropical climate
title_short Meta-análise sobre o consumo de matéria seca de ovinos criados no Brasil : estimação e comparação de modelos preditivos
title_full Meta-análise sobre o consumo de matéria seca de ovinos criados no Brasil : estimação e comparação de modelos preditivos
title_fullStr Meta-análise sobre o consumo de matéria seca de ovinos criados no Brasil : estimação e comparação de modelos preditivos
title_full_unstemmed Meta-análise sobre o consumo de matéria seca de ovinos criados no Brasil : estimação e comparação de modelos preditivos
title_sort Meta-análise sobre o consumo de matéria seca de ovinos criados no Brasil : estimação e comparação de modelos preditivos
author Pereira, Ana Paula Meira Soares
author_facet Pereira, Ana Paula Meira Soares
author_role author
dc.contributor.none.fl_str_mv Cabral, Luciano da Silva
Espinosa, Mariano Martínez
http://lattes.cnpq.br/9561670286584410
http://lattes.cnpq.br/8009596890587747
Cabral, Luciano da Silva
019.711.357-55
http://lattes.cnpq.br/8009596890587747
Paula, Nelcino Francisco de
004.568.941-52
http://lattes.cnpq.br/9430306792139455
019.711.357-55
132.155.378-18
Silva, Felipe Gomes da
081.780.426-90
http://lattes.cnpq.br/9483417302010859
Pacheco, Rodrigo Dias Lauritano
299.118.388-89
http://lattes.cnpq.br/6407507541274385
Lima, César Gonçalves de
016.425.778-04
http://lattes.cnpq.br/8918425041291280
dc.contributor.author.fl_str_mv Pereira, Ana Paula Meira Soares
dc.subject.por.fl_str_mv Clima tropical
Ovinocultura
Requisitos nutricionais
CNPQ::CIENCIAS AGRARIAS::AGRONOMIA
Nutrient requirements
Sheep breeding
Tropical climate
topic Clima tropical
Ovinocultura
Requisitos nutricionais
CNPQ::CIENCIAS AGRARIAS::AGRONOMIA
Nutrient requirements
Sheep breeding
Tropical climate
description In this work statistical models were developed to predict the dry matter intake of sheep raised in Brazil, based on a datasheet, called "original base" which was composed of 32 published articles with an approach related to the consumption and performance of sheep, as well as diet offered to these animals. For the models’ development, randomly16 articles were randomly selected from "original base", totaling 75 observations that made up the "development base". The quality of the adjusted models was confirmed by means of the residue analysis considering the coefficient of determination (R2 ), adjusted coefficient of determination for the number of parameters of the model (R2 ajust) and the mean square error (MSE). The significance level of 5% was adopted in the hypothesis tests. From the developed models, those who presented the best evaluation were chosen. The analysis was proceed with the comparison between the models developed and those presented in the literature, with the validation through a set of 68 observations from 16 articles, called "validation base", resulting from the selection made previously, i.e., the ones were not used for the models' development. To measure the accuracy and precision of the models, it was adopted the intercept test equal to zero and slope of the line equal to one, correlation coefficient and agreement coefficient, the mean square error of precision, among other measures. For the analyzes, MINITAB Version 15 and MES version 3.1.15 software were used. For the development of predictive models of dry matter (kg / day), combinations of some of the following predictors were considered: live weight (kg), mean daily gain (kg / day), metabolic weight (kg), squared live weight (kg2 ), daily mean square gain (kg/day2 ) and squared (kg2 ) metabolic live weight. The work showed that, among the models developed, the equation described by CMS (kg / day) = - 0.1134 + 0.02494 * PV + 4.77 * GMD - 11.135 * GMD2 with a determination coefficient of 62% to estimate the consumption of dry matter in a more precise and accurate way, presenting in its validation a correlation coefficient and agreement of approximately 0.55. This conclusion also applies when compared to other models found in the literature.
publishDate 2016
dc.date.none.fl_str_mv 2016-07-18
2022-12-28
2024-03-06T14:45:13Z
2024-03-06T14:45:13Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/doctoralThesis
format doctoralThesis
status_str publishedVersion
dc.identifier.uri.fl_str_mv PEREIRA, Ana Paula Meira Soares. Meta-análise sobre o consumo de matéria seca de ovinos criados no Brasil: estimação e comparação de modelos preditivos. 2016. 89 f. Tese (Doutorado em Agricultura Tropical) - Universidade Federal de Mato Grosso, Faculdade de Agronomia e Zootecnia, Cuiabá, 2016.
http://ri.ufmt.br/handle/1/5335
identifier_str_mv PEREIRA, Ana Paula Meira Soares. Meta-análise sobre o consumo de matéria seca de ovinos criados no Brasil: estimação e comparação de modelos preditivos. 2016. 89 f. Tese (Doutorado em Agricultura Tropical) - Universidade Federal de Mato Grosso, Faculdade de Agronomia e Zootecnia, Cuiabá, 2016.
url http://ri.ufmt.br/handle/1/5335
dc.language.iso.fl_str_mv por
language por
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Universidade Federal de Mato Grosso
Brasil
Faculdade de Agronomia e Zootecnia (FAAZ)
UFMT CUC - Cuiabá
Programa de Pós-Graduação em Agricultura Tropical
publisher.none.fl_str_mv Universidade Federal de Mato Grosso
Brasil
Faculdade de Agronomia e Zootecnia (FAAZ)
UFMT CUC - Cuiabá
Programa de Pós-Graduação em Agricultura Tropical
dc.source.none.fl_str_mv reponame:Repositório Institucional da UFMT
instname:Universidade Federal de Mato Grosso (UFMT)
instacron:UFMT
instname_str Universidade Federal de Mato Grosso (UFMT)
instacron_str UFMT
institution UFMT
reponame_str Repositório Institucional da UFMT
collection Repositório Institucional da UFMT
repository.name.fl_str_mv Repositório Institucional da UFMT - Universidade Federal de Mato Grosso (UFMT)
repository.mail.fl_str_mv jordanbiblio@gmail.com
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