Supervised Machine Learning Algorithms for Fitness-Based Cardiometabolic Risk Classification in Adolescents
Gradient boosting proved to be the most effective model for predicting cardiometabolic risk based on physical fitness data. This approach offers a practical, data-driven tool for early risk detection in adolescent populations and may support scalable screening efforts in educational and clinical settings.
Authors
- Claudio Hinojosa-Torres (ORCID: https://orcid.org/0000-0002-5662-7385)
- Eduardo Guzmán-Muñoz (ORCID: https://orcid.org/0000-0001-7001-9004)
- Rodrigo Olivares (ORCID: https://orcid.org/0000-0003-0582-954X)
- Jorge Olivares‐Arancibia (ORCID: https://orcid.org/0000-0002-7186-3941)
- Frano Giakoni-Ramírez (ORCID: https://orcid.org/0000-0002-2685-8991)
- Marcelo Tuesta (ORCID: https://orcid.org/0000-0002-5711-7520)
- Jacqueline Páez‐Herrera (ORCID: https://orcid.org/0000-0002-5189-8899)
- Rodrigo Alejandro Yañez Sepulveda (ORCID: https://orcid.org/0000-0002-9311-6576)
- Guillermo Cortés-Roco (ORCID: https://orcid.org/0000-0002-8033-4777)
- Matías Monsalves‐Álvarez (ORCID: https://orcid.org/0000-0003-3163-3911)
- Juan Pablo Zavala-Crichton (ORCID: https://orcid.org/0000-0002-0727-4456)
- Tomás Reyes-Amigo (ORCID: https://orcid.org/0000-0001-6510-1230)
- Vicente Javier Clemente‐Suárez (ORCID: https://orcid.org/0000-0002-2397-2801)
- Juan Hurtado-Almonácid (ORCID: https://orcid.org/0000-0001-6278-4902)
- José Francisco López‐Gil (ORCID: https://orcid.org/0000-0002-7412-7624)
- Josivaldo de Souza-Lima (ORCID: https://orcid.org/0000-0003-4372-0836)
- Pablo Olivares (ORCID: https://orcid.org/0009-0003-5200-3289)
- Nicole Aguilera-Martínez
Institutions
- Universidad Andrés Bello (CL)
- Catholic University of the Maule (CL)
- Universidad Autónoma de Chile (CL)
- Universidad Espíritu Santo (EC)
- Viña del Mar University (CL)
- Universidad de Playa Ancha de Ciencias de la Educación (CL)
- Universidad Andrés Bello (CL)
- University of the Coast (CO)
- Pontificial Catholic University of Valparaiso (CL)
- Universidad Santo Tomás (CL)
- Universidad de Los Lagos (CL)
- Departamento de Educación (ES)
- University of Valparaíso (CL)
- Universidad Europea de Madrid (ES)
Publication Details
- Journal
- Sports
- Published
- 2025-08-18
- DOI
- https://doi.org/10.3390/sports13080273
- Primary Topic
- Cardiovascular and exercise physiology
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Ministerio de Educación, Gobierno de Chile