Machine learning has emerged as an effective approach for developing predictive models for high-throughput screening of materials 1,2,3,4,5,6,7,8. For example, machine-learned models for formation ...

Inorganic scale formation is one of the major flow assurance issues in geothermal energy, oil, and water production due to its damaging effects on formation rock, wells, and transportation facilities.