The factor of ⇡ 2 was included to convert the MAE to a standard deviation, assuming all of the model errors are normally distributed. The average 2 error for species calculated using the ML model was 0.381 eV. The overall thermodynamic uncertainty workflows for the DFT, LSR, and ML models are shown in Figure