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. 2022 Apr 25;7(18):15695–15710. doi: 10.1021/acsomega.2c00642

Table 4. Change in the Test Set Performance as the Low Solubility Molecules are Filtered out of the Data Seta.

  MDM
GNN
log S thresh R2 RMSE Spearman MAE R2 RMSE Spearman MAE
–10 0.7654 1.0604 0.8763 0.6975 0.7627 1.0663 0.8740 0.7333
–7 0.7461 0.9580 0.8644 0.6351 0.7289 0.9899 0.8576 0.6846
–5 0.7093 0.8423 0.8343 0.5790 0.6910 0.8684 0.8244 0.6153
–4 0.6817 0.7597 0.8106 0.5447 0.6620 0.7828 0.7955 0.5759
–2 0.5206 0.6134 0.6850 0.4564 0.5101 0.6201 0.6572 0.4707
a

Results given in each row were obtained using molecules with log S > “log S thresh”.