Exploring body composition and physical condition profiles in relation to playing time in professional soccer: a principal components analysis and Gradient Boosting approach

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Frontiers Media SA

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Ulloa-Díaz, David; Fábrica-Barrios, Gabriel; Jorquera-Aguilera, Carlos; Guede-Rojas, Francisco; Pérez-Contreras, Jorge; Lozano-Jarque, Demetrio; Carvajal-Parodi, Claudio; Romero-Vera, Luis (2025). Exploring body composition and physical condition profiles in relation to playing time in professional soccer: a principal components analysis and Gradient Boosting approach. Frontiers in Physiology, 16, 1659313. https://doi.org/10.3389/fphys.2025.1659313

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Background: This study aimed to explore whether a predictive model based on body composition and physical condition could estimate seasonal playing time in professional soccer players. Methods: 24 pro...

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Except where otherwised noted, this item's license is described as Creative Commons Attribution 4.0 International
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