Before revision:  By simulating an Ising model, we show that macroscopic non-equilibrium dynamics can arise from asymmetries in the interactions at the microscale .
After revision:  By simulating an Ising model, we show that macroscopic non-equilibrium dynamics can arise from asymmetries in the interactions between elements, a known feature of neural systems .