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Xu, Li, Denis Patterson, Simon Levin, and Jin Wang. (2023) 2023. “Non-Equilibrium Early-Warning Signals for Critical Transitions in Ecological Systems.”. Proceedings of the National Academy of Sciences of the United States of America 120 (5): e2218663120. doi:10.1073/pnas.2218663120.