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46040

Prediction of Live Body Weight from Body Measurements Using Stepwise Regression Analysis in Sohagi Sheep

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Last updated: 04 Jan 2025

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Abstract

This study aimed at predicting of live body weight from body measurements using stepwise regression analysis. Body measurements data of 212 animals, Sohagi sheep flock (64 male and 148 female) were used. Body weight (BW) and four body measurements were measured: heart girth (HG), height at withers (HW), height at rump (HR) and body length (BL). The stepwise regression analysis was performed in order to retain the X variable(s) (the body measurements) that contribute significantly (P < 0.05) to the variability in the dependent variable (BW).  Results indicated that, there were high and positive correlation coefficients between the body weight and all body measurements. The highest correlation coefficient (r=0.93) was obtained between BW and HG and the lowest correlation coefficient (r= 0.88) was between BW and BL. All the studied body measurements were entered into the model and through stepwise elimination procedure two of them were considered unfit in the model (HR) and (BL). The two body measurements that best fit the model are heart girth (HG) and height at withers (HW), accounting for 92% of the live weight in Sohagi sheep.  Changes of  R2 from the first model (R2=0.86, this model included HG only) to the third model (R2=0.92), explained that, the most important variable in predicting BW is HG. The standardized coefficient (Beta) is used to explain the contribution of each independent variable in the model.  So, the most important variable is HG (Beta = 0.92), this variable is the most important variable to explain the variability in BW. The prediction equation explained that regression coefficient of BW/HG = 0.35, this means that when the heart girth increases by one unit (1cm), the live body weight increases by 0.35 kg in sohagi sheep.

DOI

10.21608/jappmu.2017.46040

Keywords

live body weight, body measurements, stepwise regression and sohagi sheep

Authors

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A.

Last Name

Elnahas

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Affiliation

Animal Production Department, Faculty of Agriculture, Sohag University, Egypt

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Orcid

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First Name

Manal

Last Name

ElSayed

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Affiliation

Animal Production Department, Faculty of Agriculture, Ain Sham University, Egypt

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First Name

M.

Last Name

Elshennawy

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Affiliation

Sadat Branch, Environmental studies and Research Institute, Minufiya University, Egypt

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Volume

8

Article Issue

10

Related Issue

7121

Issue Date

2017-10-01

Receive Date

2019-08-27

Publish Date

2017-10-01

Page Start

415

Page End

418

Print ISSN

2090-3642

Online ISSN

2090-3723

Link

https://jappmu.journals.ekb.eg/article_46040.html

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https://jappmu.journals.ekb.eg/service?article_code=46040

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2

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Original Article

Type Code

876

Publication Type

Journal

Publication Title

Journal of Animal and Poultry Production

Publication Link

https://jappmu.journals.ekb.eg/

MainTitle

Prediction of Live Body Weight from Body Measurements Using Stepwise Regression Analysis in Sohagi Sheep

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Article

Created At

22 Jan 2023