Finally, the CoDE-HF decision-support tool was developed and validated for BNP and MR-proANP using machine learning to combine these natriuretic peptides with simple and objective patient factors to calculate an individualized probability of acute heart failure. Here, NPPA is linked to hydrops fetalis.