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A biphasic curve for modeling, classifying, and predicting egg production in single cycle and molted flocks

Egg production on a flock level can be summarized into several phases determined by biology of individual birds: rapid increase in production reflecting achieving sexual maturity, peak production related to maximum laying potential, followed by gradual decrease in the rate of lay as the birds age. I...

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Detalles Bibliográficos
Autores principales: Wolc, Anna, Arango, Jesus, Rubinoff, Ian, Dekkers, Jack C.M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7587815/
https://www.ncbi.nlm.nih.gov/pubmed/32241484
http://dx.doi.org/10.1016/j.psj.2019.11.037
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author Wolc, Anna
Arango, Jesus
Rubinoff, Ian
Dekkers, Jack C.M.
author_facet Wolc, Anna
Arango, Jesus
Rubinoff, Ian
Dekkers, Jack C.M.
author_sort Wolc, Anna
collection PubMed
description Egg production on a flock level can be summarized into several phases determined by biology of individual birds: rapid increase in production reflecting achieving sexual maturity, peak production related to maximum laying potential, followed by gradual decrease in the rate of lay as the birds age. In 1989 Yang et al. proposed a mathematical model (modified compartmental model) to describe this process. In this study a biphasic modified compartmental model was proposed for modeling, classifying, and predicting egg production in single cycle and molted flocks. Goodness-of-fit was high for both single cycle (average R(2) = 0.99) and molted flocks (average R(2) = 0.97), suggesting that the model could be used for benchmarking molted flocks. The difference in R(2) between the biphasic model and the model used by Yang et al in 1989 can be used to differentiate between single cycle and molted flocks. The biphasic model was shown to predict future records well up to 8 wk in advance, but as with any regression model, caution is recommended when predicting records outside of the observed age range.
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spelling pubmed-75878152020-10-27 A biphasic curve for modeling, classifying, and predicting egg production in single cycle and molted flocks Wolc, Anna Arango, Jesus Rubinoff, Ian Dekkers, Jack C.M. Poult Sci Management and Production Egg production on a flock level can be summarized into several phases determined by biology of individual birds: rapid increase in production reflecting achieving sexual maturity, peak production related to maximum laying potential, followed by gradual decrease in the rate of lay as the birds age. In 1989 Yang et al. proposed a mathematical model (modified compartmental model) to describe this process. In this study a biphasic modified compartmental model was proposed for modeling, classifying, and predicting egg production in single cycle and molted flocks. Goodness-of-fit was high for both single cycle (average R(2) = 0.99) and molted flocks (average R(2) = 0.97), suggesting that the model could be used for benchmarking molted flocks. The difference in R(2) between the biphasic model and the model used by Yang et al in 1989 can be used to differentiate between single cycle and molted flocks. The biphasic model was shown to predict future records well up to 8 wk in advance, but as with any regression model, caution is recommended when predicting records outside of the observed age range. Elsevier 2020-02-07 /pmc/articles/PMC7587815/ /pubmed/32241484 http://dx.doi.org/10.1016/j.psj.2019.11.037 Text en © 2019 Published by Elsevier Inc. on behalf of Poultry Science Association Inc. http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Management and Production
Wolc, Anna
Arango, Jesus
Rubinoff, Ian
Dekkers, Jack C.M.
A biphasic curve for modeling, classifying, and predicting egg production in single cycle and molted flocks
title A biphasic curve for modeling, classifying, and predicting egg production in single cycle and molted flocks
title_full A biphasic curve for modeling, classifying, and predicting egg production in single cycle and molted flocks
title_fullStr A biphasic curve for modeling, classifying, and predicting egg production in single cycle and molted flocks
title_full_unstemmed A biphasic curve for modeling, classifying, and predicting egg production in single cycle and molted flocks
title_short A biphasic curve for modeling, classifying, and predicting egg production in single cycle and molted flocks
title_sort biphasic curve for modeling, classifying, and predicting egg production in single cycle and molted flocks
topic Management and Production
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7587815/
https://www.ncbi.nlm.nih.gov/pubmed/32241484
http://dx.doi.org/10.1016/j.psj.2019.11.037
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