Athlete Monitoring

Single biomarkers are insufficient for interpreting athlete adaptation because physiological responses are nonlinear and involve multiple systems. Athlete monitoring is framed as a way to understand internal physiological responses to training and match stress. The framework is intended to support interpretable decisions by assigning observations to physiological states with centroid biomarker profiles. The proposed framework treats athlete monitoring as unsupervised multivariate profiling rather than simple injury prediction.