Uncovering the evolving drivers of student engagement in physical education: a dynamic analysis across developmental stages

The dynamic system evolution is characterized by three key patterns: convergence toward equilibrium, transient dominance, and structural stability. These results underscore the importance of timing and targeting in intervention strategies and the need to reinforce stable core elements.