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Madelyn Smith

1 paper indexed

openalexChemRxiv2026-07-24

Capturing many-body effects for metal ions in aqueous phase through developing specialized machine learning force fields

Madelyn Smith, Pengfei Li

Metal ion–ligand interactions govern reactivity, bioavailability, and catalytic function across chemistry and biology, yet the many-body effects underlying water exchange around multivalent metal ions remain difficult to capture with classical force fields. Ab initio molecular dy…

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