Eq. 5. Figure compiles the predictions across the 7 Li LTO-EFG test set when the observable ω Q is scalar learned directly, and following exactly the analog scalar training and optimization protocol as before. The performance is largely comparable and equally poor as the performance obtained when scalar learning the performance metrics and then using Eq. 5 to derive ω Q , cf.