Predict protein backbone NMR chemical shifts (H, HA, N, CA, CB, C') with per-residue uncertainties from a PDB, mmCIF or AlphaFold structure. A 741K-parameter PaiNN equivariant GNN; NMR ensembles predicted as the median over conformers. Benchmarked against LEGOLAS, SPARTA+ and UCBShift2.
