Utilizing Bayesian average model, the parsimonious predictive model was found with 4 prognostic factors: recurrent febrile seizures more than 3 times (OR = 5.8), psychomotor developmental retardation (OR = 12.1), a family history of epilepsy (OR = 9.6) and complex febrile seizures (OR = 11.8).