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. 2020 Mar 3;11(12):3180–3191. doi: 10.1039/c9sc06561j

RMSE for the individual elements of transfer prediction (UCBShift-Y) and machine learning module (UCBShift-X) on the test dataset. The standalone UCBShift-Y prediction when sequence and structural alignments exist and have available experimental chemical shifts. The chemical shift prediction of the machine learning module (UCBShift-X) which is trained independent of any transfer prediction. The prediction of the R2 module with input from UCBShift-Y module, and the combined R1 and R2 modules that defines the UCBShift calculator.

UCBShift components H C′ N
UCBShift-X (R1) 0.44 0.25 1.17 1.08 1.28 2.49
UCBShift-Y 0.21 0.17 0.64 0.57 0.67 1.25
ML with UCBShift-Y input (R2) 0.19 0.15 0.66 0.57 0.70 1.23
UCBShift (utilizing both R1 and R2) 0.31 0.19 0.84 0.81 1.00 1.81