Interpretable early warnings using machine learning in an online game-experiment

Proceedings of the National Academy of Sciences, Volume 123, Issue 1, January 2026. <br/>SignificanceCritical transitions can model abrupt regime shifts in socio-ecological systems. While generic early warning signals that apply across systems have been investigated, no universal signal exists. We therefore propose a data-driven and system-…