The third component of cecilia’s ML architecture is a replica of the FCNN1 aimed at fine-tuning the final predictions of our pipeline (FT FCNN2; in blue). Similarly to the FCNN1 Fig. 5, this network is connected to the trained Decoder (in green) to predict a metal-polluted spectrum (in pink) from its stellar labels (in purple).