Table 2. Four consistently well-performing prediction methods for macroscopic pKa prediction based on consistent ranking within the Top 10 according to various statistical metrics.
Submission ID | Method Name | RMSE | MAE | R2 | Kendall’s Tau (τ) |
Unmatched Exp. pKa Count |
Unmatched Pred. pKa Count [2, 12] |
---|---|---|---|---|---|---|---|
xvxzd | Full quantum chemical calculation of free energies and fit to experimental pKa | 0.68 [0.54, 0.81] | 0.58 [0.45, 0.71] | 0.94 [0.88, 0.97] | 0.82 [0.68, 0.92] | 2 | 4 |
gyuhx | S+pKa | 0.73 [0.55, 0.91] | 0.59 [0.44, 0.74] | 0.93 [0.88, 0.96] | 0.88 [0.8, 0.94] | 0 | 7 |
xmyhm | ACD/pKa Classic | 0.79 [0.52, 1.03] | 0.56 [0.38, 0.77] | 0.92 [0.85, 0.97] | 0.81 [0.68, 0.9] | 0 | 3 |
8xt50 | ReSCoSS conformations // DSD-BLYP-D3 reranking // COSMOtherm pKa | 1.07 [0.78, 1.36] | 0.81 [0.58, 1.07] | 0.91 [0.84, 0.95] | 0.80 [0.68, 0.89] | 0 | 0 |