Adjustment of growth curves in cutting quails by Bayesian inference
Autor(a) principal: | |
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Data de Publicação: | 2021 |
Outros Autores: | , , , |
Tipo de documento: | Artigo |
Idioma: | por |
Título da fonte: | Research, Society and Development |
Texto Completo: | https://rsdjournal.org/index.php/rsd/article/view/15530 |
Resumo: | The aim was to compare growth curves in meat quails (Coturnix coturnix coturnix), between gender and diets with different levels of metabolizable energy (ME), using non-linear regression models under Bayesian inference. Body weight records were used for 579 males and 581 females, weighed at birth, at 7, 14, 21, 35 and 42 days of age. The diets were composed by three different levels of metabolizable energy, being 2750; 2950 and 3150 kcal of EM / kg. The models used the functions of Gompertz, Logística, Richards and Von Bertalanffy, considering the parameter related to the maturity rate (K) as random. Markov chains were generated via Gibbs sampler, adopting the Deviance Criterion in choosing the most appropriate model. In both genders. The Gompertz function showed a significantly higher adjustment according to the evaluated criterion, and a lower residual variance estimate, indicating greater precision in the prediction of the animals' body weight. Different absolute growth rates were observed between the genders, so the description of growth curves must be carried by gender. The analyzes indicated that the level of 2750 kcal / kg of ME in the diet promotes growth in a similar way to the other levels in the phase from 1 to 14 days of age in males and from 1 to 21 days of age in females. After these ages, a better performance was observed using the level of 3150 kcal / kg of EM for males and levels of 2950 and 3150 kcal / kg for females. |
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Adjustment of growth curves in cutting quails by Bayesian inferenceAjuste de las curvas de crecimiento en codornices de corte por inferencia bayesianaAjuste de curvas de crescimento em codornas de corte por inferência BayesianaPonderal developmentMetabolizable energyBayesian inferenceGompertz modelAbsolute growth rate.Desenvolvimento ponderalEnergia metabolizávelInferência bayesianaModelo de GompertzTaxa de crescimento absoluto.Desarrollo ponderalEnergía metabolizableInferencia bayesianaModelo de GompertzTasa de crecimiento absoluta.The aim was to compare growth curves in meat quails (Coturnix coturnix coturnix), between gender and diets with different levels of metabolizable energy (ME), using non-linear regression models under Bayesian inference. Body weight records were used for 579 males and 581 females, weighed at birth, at 7, 14, 21, 35 and 42 days of age. The diets were composed by three different levels of metabolizable energy, being 2750; 2950 and 3150 kcal of EM / kg. The models used the functions of Gompertz, Logística, Richards and Von Bertalanffy, considering the parameter related to the maturity rate (K) as random. Markov chains were generated via Gibbs sampler, adopting the Deviance Criterion in choosing the most appropriate model. In both genders. The Gompertz function showed a significantly higher adjustment according to the evaluated criterion, and a lower residual variance estimate, indicating greater precision in the prediction of the animals' body weight. Different absolute growth rates were observed between the genders, so the description of growth curves must be carried by gender. The analyzes indicated that the level of 2750 kcal / kg of ME in the diet promotes growth in a similar way to the other levels in the phase from 1 to 14 days of age in males and from 1 to 21 days of age in females. After these ages, a better performance was observed using the level of 3150 kcal / kg of EM for males and levels of 2950 and 3150 kcal / kg for females.El objetivo fue comparar curvas de crecimiento en codornices de carne (Coturnix coturnix coturnix), entre sexo y dietas con diferentes niveles de energía metabolizable, utilizando modelos de regresión no lineal bajo inferencia bayesiana. Se utilizaron registros de peso corporal para 579 machoss y 581 hembras, pesados al nacer, a los 7, 14, 21, 35 y 42 días de edad. Las dietas estaban compuestas por tres niveles diferentes de energía metabolizable (EM), siendo 2750; 2950 y 3150 kcal de EM / kg1. Los modelos evaluados utilizaron las funciones de Gompertz, Logística, Richards y Von Bertalanffy, considerando aleatorio el parámetro relacionado con la tasa de madurez (K). Se generaron cadenas de Markov, a través del muestreador de Gibbs, adoptando el Criterio de Desviation al elegir el modelo más apropiado. En ambos sexos, la función de Gompertz mostró un ajuste significativamente mayor según el criterio evaluado, y una estimación de la varianza residual menor, lo que indica una mayor precisión en la predicción del peso corporal de los animales. Se observaron diferentes tasas de crecimiento absoluto entre sexos, por lo que la descripción de las curvas de crecimiento debe realizarse de forma individual. Los análisis indicaron que el nivel de 2750 kcal / kg de EM en la dieta promueve el crecimiento de manera similar a los otros niveles en la fase de 1 a 14 días de edad en machos y de 1 a 21 días de edad en hembras. Luego de estas edades, se observó un mejor desempeño utilizando el nivel de 3150 kcal / kg de EM para machos y niveles de 2950 y 3150 kcal / kg para hembras.Objetivou-se comparar curvas de crescimento em codornas de corte (Coturnix coturnix coturnix), entre sexo e dietas com diferentes níveis de energia metabolizável (EM), por meio de modelos de regressão não lineares sob inferência Bayesiana. Utilizaram-se registros de pesos corporais referentes à 579 machos e 581 fêmeas, pesadas ao nascimento, aos 7, 14, 21, 35 e 42 dias de idade. As dietas foram compostas por três diferentes níveis de energia metabolizável, sendo 2750; 2950 e 3150 kcal de EM/kg1. Os modelos avaliados empregaram as funções de Gompertz, Logística, Richards e Von Bertalanffy, considerando-se o parâmetro relacionado à taxa de maturidade (K) como aleatório. Foram geradas cadeias de Markov, via amostrador de Gibbs, adotando-se o Critério de Deviance na escolha do modelo mais adequado. Em ambos os sexos, a função de Gompertz apresentou ajuste significativamente superior de acordo com o critério avaliado, e menor estimativa de variância residual, indicativo de maior precisão na predição do peso corporal dos animais. Foi observada taxa de crescimento absoluto distintas entre os sexos, dessa forma a descrição de curvas de crescimento deve ser realizada de forma individualizada. As análises indicaram que o nível de 2750 kcal/kg de EM na dieta promove o crescimento de forma similar aos outros níveis na fase de 1 a 14 dias de idade em machos e de 1 a 21 dias de idade em fêmeas. Após estas idades, observou-se melhor desempenho utilizando-se o nível de 3150 kcal/kg de EM para machos e níveis de 2950 e 3150 kcal/kg para fêmeas.Research, Society and Development2021-05-21info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://rsdjournal.org/index.php/rsd/article/view/1553010.33448/rsd-v10i6.15530Research, Society and Development; Vol. 10 No. 6; e8910615530Research, Society and Development; Vol. 10 Núm. 6; e8910615530Research, Society and Development; v. 10 n. 6; e89106155302525-3409reponame:Research, Society and Developmentinstname:Universidade Federal de Itajubá (UNIFEI)instacron:UNIFEIporhttps://rsdjournal.org/index.php/rsd/article/view/15530/13890Copyright (c) 2021 Ana Paula Silva Ton; Monyka Marianna Massolini Laureano; Simone Inoe Araújo; Flávio Luiz de Menezes; Cláudio Vieira de Araújohttps://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccess Ton, Ana Paula Silva Laureano, Monyka Marianna MassoliniAraújo, Simone InoeMenezes, Flávio Luiz deAraújo, Cláudio Vieira de2021-06-10T22:51:46Zoai:ojs.pkp.sfu.ca:article/15530Revistahttps://rsdjournal.org/index.php/rsd/indexPUBhttps://rsdjournal.org/index.php/rsd/oairsd.articles@gmail.com2525-34092525-3409opendoar:2024-01-17T09:36:20.129229Research, Society and Development - Universidade Federal de Itajubá (UNIFEI)false |
dc.title.none.fl_str_mv |
Adjustment of growth curves in cutting quails by Bayesian inference Ajuste de las curvas de crecimiento en codornices de corte por inferencia bayesiana Ajuste de curvas de crescimento em codornas de corte por inferência Bayesiana |
title |
Adjustment of growth curves in cutting quails by Bayesian inference |
spellingShingle |
Adjustment of growth curves in cutting quails by Bayesian inference Ton, Ana Paula Silva Ponderal development Metabolizable energy Bayesian inference Gompertz model Absolute growth rate. Desenvolvimento ponderal Energia metabolizável Inferência bayesiana Modelo de Gompertz Taxa de crescimento absoluto. Desarrollo ponderal Energía metabolizable Inferencia bayesiana Modelo de Gompertz Tasa de crecimiento absoluta. |
title_short |
Adjustment of growth curves in cutting quails by Bayesian inference |
title_full |
Adjustment of growth curves in cutting quails by Bayesian inference |
title_fullStr |
Adjustment of growth curves in cutting quails by Bayesian inference |
title_full_unstemmed |
Adjustment of growth curves in cutting quails by Bayesian inference |
title_sort |
Adjustment of growth curves in cutting quails by Bayesian inference |
author |
Ton, Ana Paula Silva |
author_facet |
Ton, Ana Paula Silva Laureano, Monyka Marianna Massolini Araújo, Simone Inoe Menezes, Flávio Luiz de Araújo, Cláudio Vieira de |
author_role |
author |
author2 |
Laureano, Monyka Marianna Massolini Araújo, Simone Inoe Menezes, Flávio Luiz de Araújo, Cláudio Vieira de |
author2_role |
author author author author |
dc.contributor.author.fl_str_mv |
Ton, Ana Paula Silva Laureano, Monyka Marianna Massolini Araújo, Simone Inoe Menezes, Flávio Luiz de Araújo, Cláudio Vieira de |
dc.subject.por.fl_str_mv |
Ponderal development Metabolizable energy Bayesian inference Gompertz model Absolute growth rate. Desenvolvimento ponderal Energia metabolizável Inferência bayesiana Modelo de Gompertz Taxa de crescimento absoluto. Desarrollo ponderal Energía metabolizable Inferencia bayesiana Modelo de Gompertz Tasa de crecimiento absoluta. |
topic |
Ponderal development Metabolizable energy Bayesian inference Gompertz model Absolute growth rate. Desenvolvimento ponderal Energia metabolizável Inferência bayesiana Modelo de Gompertz Taxa de crescimento absoluto. Desarrollo ponderal Energía metabolizable Inferencia bayesiana Modelo de Gompertz Tasa de crecimiento absoluta. |
description |
The aim was to compare growth curves in meat quails (Coturnix coturnix coturnix), between gender and diets with different levels of metabolizable energy (ME), using non-linear regression models under Bayesian inference. Body weight records were used for 579 males and 581 females, weighed at birth, at 7, 14, 21, 35 and 42 days of age. The diets were composed by three different levels of metabolizable energy, being 2750; 2950 and 3150 kcal of EM / kg. The models used the functions of Gompertz, Logística, Richards and Von Bertalanffy, considering the parameter related to the maturity rate (K) as random. Markov chains were generated via Gibbs sampler, adopting the Deviance Criterion in choosing the most appropriate model. In both genders. The Gompertz function showed a significantly higher adjustment according to the evaluated criterion, and a lower residual variance estimate, indicating greater precision in the prediction of the animals' body weight. Different absolute growth rates were observed between the genders, so the description of growth curves must be carried by gender. The analyzes indicated that the level of 2750 kcal / kg of ME in the diet promotes growth in a similar way to the other levels in the phase from 1 to 14 days of age in males and from 1 to 21 days of age in females. After these ages, a better performance was observed using the level of 3150 kcal / kg of EM for males and levels of 2950 and 3150 kcal / kg for females. |
publishDate |
2021 |
dc.date.none.fl_str_mv |
2021-05-21 |
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://rsdjournal.org/index.php/rsd/article/view/15530 10.33448/rsd-v10i6.15530 |
url |
https://rsdjournal.org/index.php/rsd/article/view/15530 |
identifier_str_mv |
10.33448/rsd-v10i6.15530 |
dc.language.iso.fl_str_mv |
por |
language |
por |
dc.relation.none.fl_str_mv |
https://rsdjournal.org/index.php/rsd/article/view/15530/13890 |
dc.rights.driver.fl_str_mv |
https://creativecommons.org/licenses/by/4.0 info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
https://creativecommons.org/licenses/by/4.0 |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
Research, Society and Development |
publisher.none.fl_str_mv |
Research, Society and Development |
dc.source.none.fl_str_mv |
Research, Society and Development; Vol. 10 No. 6; e8910615530 Research, Society and Development; Vol. 10 Núm. 6; e8910615530 Research, Society and Development; v. 10 n. 6; e8910615530 2525-3409 reponame:Research, Society and Development instname:Universidade Federal de Itajubá (UNIFEI) instacron:UNIFEI |
instname_str |
Universidade Federal de Itajubá (UNIFEI) |
instacron_str |
UNIFEI |
institution |
UNIFEI |
reponame_str |
Research, Society and Development |
collection |
Research, Society and Development |
repository.name.fl_str_mv |
Research, Society and Development - Universidade Federal de Itajubá (UNIFEI) |
repository.mail.fl_str_mv |
rsd.articles@gmail.com |
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1797052817938055168 |