Peer-reviewedCC BYJournal of clinical medicine25 Sep 2026

Needle-Free Bedside and Anthropometric Measures Show Weak Discrimination of an Adverse Blood-Biomarker Profile in Middle-Aged and Older Mexican Adults: An Internally Validated Machine-Learning Study

Exal Garcia-Carrillo¹
Eduardo Guzmán-Muñoz²
Felipe Montalva-Valenzuela³
Antonio Castillo-Paredes⁴
Rodrigo Villaseca-Vicuña⁵
Yeny Concha-Cisternas⁶
Jose Jairo Narrea Vargas⁷
Iván Molina-Marquez⁸
Joaquín González-Aroca⁹
Rodrigo Yáñez-Sepúlveda¹⁰

10 affiliations

¹Department of Physical Activity Sciences, Faculty of Education Sciences, Universidad Católica del Maule, Talca 3480112, Chile;
²Escuela de Pedagogía en Educación Física, Facultad de Educación, Universidad Autónoma de Chile, Talca 3460000, Chile
³Escuela de Entrenador en Actividad Física y Deporte, Facultad de Ciencias Humanas, Universidad Bernardo O’Higgins, Santiago 8370993, Chile
⁴Grupo AFySE, Investigación en Actividad Física y Salud Escolar, Escuela de Pedagogía en Educación Física, Facultad de Educación, Universidad de Las Américas, Santiago 8370040, Chile;
⁵School of Educational Sciences and Technology, Physical Education Pedagogy, Faculty of Education, Universidad Católica Silva Henríquez, Santiago 8280354, Chile;
⁶Escuela de Kinesiología, Facultad de Salud, Universidad Santo Tomás, Talca 3460000, Chile;
⁷Grupo de Investigación en Nutrición, Metabolismo y Ejercicio, Carrera de Nutrición y Dietética, Facultad de Ciencias de la Salud, Universidad Científica del Sur, Lima 15067, Peru;
⁸Pedagogía en Educación Física, Facultad de Educación, Universidad Adventista de Chile, Chillán 3780000, Chile;
⁹Escuela de Tecnología Médica, Facultad de Salud, Universidad del Alba, La Serena 1720236, Chile;
¹⁰Facultad de Educación y Humanidades, Escuela de Ciencias del Deporte, Universidad Andres Bello, Viña del Mar 2200055, Chile;

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BibTeX

@article{garciacarrillo2026needlefree,
  title = {{Needle-Free Bedside and Anthropometric Measures Show Weak Discrimination of an Adverse Blood-Biomarker Profile in Middle-Aged and Older Mexican Adults: An Internally Validated Machine-Learning Study}},
  author = {Exal Garcia-Carrillo and Eduardo Guzmán-Muñoz and Felipe Montalva-Valenzuela and Antonio Castillo-Paredes and Rodrigo Villaseca-Vicuña and Yeny Concha-Cisternas and Jose Jairo Narrea Vargas and Iván Molina-Marquez and Joaquín González-Aroca and Rodrigo Yáñez-Sepúlveda},
  journal = {Journal of clinical medicine},
  year = {2026},
  month = sep,
  url = {https://europepmc.org/article/PMC/PMC13666522},
  note = {CC BY},
}

RIS

TY  - JOUR
TI  - Needle-Free Bedside and Anthropometric Measures Show Weak Discrimination of an Adverse Blood-Biomarker Profile in Middle-Aged and Older Mexican Adults: An Internally Validated Machine-Learning Study
AU  - Exal Garcia-Carrillo
AU  - Eduardo Guzmán-Muñoz
AU  - Felipe Montalva-Valenzuela
AU  - Antonio Castillo-Paredes
AU  - Rodrigo Villaseca-Vicuña
AU  - Yeny Concha-Cisternas
AU  - Jose Jairo Narrea Vargas
AU  - Iván Molina-Marquez
AU  - Joaquín González-Aroca
AU  - Rodrigo Yáñez-Sepúlveda
PY  - 2026
DA  - 2026/09/25
JO  - Journal of clinical medicine
UR  - https://europepmc.org/article/PMC/PMC13666522
SN  - 2077-0383
ER  -

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