This study developed a predictive model for intellectual disability (ID) in children with cerebral palsy (CP) using clinical features such as CP subtypes, Gross Motor Function Classification System (GMFCS) levels, Magnetic Resonance Imaging Classification System (MRICS), and comorbid epilepsy. The model highlights the significant association between motor impairment severity and ID risk, emphasizing the importance of early identification and intervention for high-risk children.