Before revision: While probabilistic models describe the dependence structure between observed variables, causal models go one step further: they predict  how cognitive functions are affected by external interventions that perturb neuronal activity.
After revision: While probabilistic models describe the dependence structure between observed variables, causal models go one step further: they predict , for example, how cognitive functions are affected by external interventions that perturb neuronal activity.