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Now, a criterion is introduced to improve catalyst performance in polyolefin hydrogenolysis, guiding the refinement of stirring parameters.Machine learning-assisted twin-atom sites style with interpretable descriptors unifying electrocatalytic reactions Interpretable machine Understanding features a powerful method for accelerating catalyst layout.