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Final report : Profiling the impact of physical activity using infra-red spectroscopy and machine learning non-invasive sampling

MARC record
Tag12Value
LDR  00000cam a22000004 4500
001  MAP20260010328
003  MAP
005  20260414153447.0
008  260409s2022 esp|||| ||| ||spa d
040  ‎$a‎MAP‎$b‎spa‎$d‎MAP
084  ‎$a‎931.1
1001 ‎$0‎MAPA20260006079‎$a‎Oliveira, Paulo
24510‎$a‎Final report : Profiling the impact of physical activity using infra-red spectroscopy and machine learning non-invasive sampling‎$c‎investigador principal: Paulo Oliveira ; Luís Rama... [et al.]
260  ‎$a‎Madrid‎$b‎Fundación MAPFRE‎$c‎2022
500  ‎$a‎Memoria final de la investigación realizada con la Ayuda a la Investigación Ignacio H. de Larramendi de Fundación MAPFRE, convocatoria del año 2022. Universidad de Coimbra, Portugal
520  ‎$a‎This document presents the final report of a research project focused on the use of Fourier transform infrared spectroscopy (FTIR) combined with machine learning models to analyze physiological responses to physical exercise through non-invasive biological sampling. The study evaluates the ability of these techniques to identify biomarkers associated with physical activity and predict parameters such as body fat percentage and VO2max. Capillary blood, serum, plasma, and saliva samples obtained during a three-month exercise protocol in sedentary individuals are analyzed. The results demonstrate the potential of neural networks to model complex relationships in biological data. The work lays the groundwork for future applications in sports science, health, and performance monitoring
650 4‎$0‎MAPA20190005319‎$a‎Actividad física
650 4‎$0‎MAPA20080575731‎$a‎Ejercicio físico
650 4‎$0‎MAPA20170005476‎$a‎Machine learning
650 4‎$0‎MAPA20080611200‎$a‎Inteligencia artificial
650 4‎$0‎MAPA20150009067‎$a‎Biomarcadores
650 4‎$0‎MAPA20080604721‎$a‎Análisis multivariante
650 4‎$0‎MAPA20080566609‎$a‎Neurobiología
7001 ‎$0‎MAPA20260006406‎$a‎Rama, Luís
7102 ‎$0‎MAPA20080446697‎$a‎Universidade de Coimbra
856  ‎$q‎application/pdf‎$w‎1131444‎$y‎Acceso al documento / Access the document
856  ‎$q‎application/pdf‎$w‎1131448‎$y‎Anexos 1-8 / Annex 1-8
856  ‎$q‎application/vnd.ms-excel‎$w‎1131558‎$y‎Anexo 9 / Annex 9