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Research Article

Open Vet J. 2026; 16(3): 1496-1510


Morphological and morphometric comparison and digital classification of Guaymi and Guabala cattle breeds using machine learning

Axel Villalobos-Cortés, Ana Flores De León, Marcelino Jaén.



Abstract
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Background:
Guaymi and Guabala Creole cattle are unique genetic resources adapted to tropical systems in Panama.

Aim:
This study aimed to compare the morphometry and morphology using classical zoometric analysis and automated classification via the Mooebius web app and random forest models.

Methods:
Morphological and morphometric data from 225 adult cattle were analyzed using nested analysis of variance and chi-square tests. A supervised RF classifier and web-based index calculator (Mooebius) were developed for aptitude prediction.

Results:
There were significant differences (p

Key words: Creole cattle; Machine learning; Morphometry; Tropical livestock; Zoometric indices.

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