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 | Hα | C′ | Cα | Cβ | 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 |