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The paper provides a comprehensive review establishing that brain activity fundamentally operates in a nonequilibrium stationary state, evidenced by consistent time-irreversibility across scales and modalities. It highlights how the quantified level of dynamic irreversibility correlates with consciousness levels, cognitive engagement, and various neurological and psychiatric conditions.