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The SCAN-ML model accurately simulates calcium carbonate systems, revealing that ion pair formation occurs predominantly via calcium binding to bicarbonate followed by proton loss to water, rather than by direct association. Novelty: ClaimNovelty.METHODOLOGICAL. Consensus alignment: ConsensusAlignment.ESTABLISHES_NEW_DIRECTION.

Ab initio machine-learning simulation of calcium carbonate from aqueous solutions to the solid state

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