Extended Data Fig. 7: Fraction of TPN compositions that adhere to each criterion of pharmacist/clinical guidelines or physical expectations.
From: AI-guided precision parenteral nutrition for neonatal intensive care units

The limits for these criteria are listed in Supplementary Table 2. Here, physics-informed (PI) transformer vastly outperforms normal transformer, VNN, and baseline Elastic Net.