Interpretable prediction of gross motor coordination in children aged 9–10 using machine learning and SHAP: the influence of physical fitness, basic coordination, and executive function

Spatial-body integration, physical fitness, and postural control are primary determinants of gross motor coordination in children, while cognitive regulation plays a secondary role. Training programs aiming to enhance gross motor coordination should emphasize spatial orientation, body weight management, balance, and lower-limb strength.