Machine learning cracks the oxidation states of crystal structures

Chemical engineers have developed a machine-learning model that can predict a compound's oxidation state, a property that is so essential that many chemists argue it must be included in the periodic table.

source https://www.sciencedaily.com/releases/2021/07/210706093851.htm