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Table 1 Performance of Magicmol in terms of different metrics

From: Magicmol: a light-weighted pipeline for drug-like molecule evolution and quick chemical space exploration

Models

Validity (%)

Uniqueness (%)

Novelty (%)

Training set

Synthesizability (%)

Druglikeness (%)

Model parameters

Match rules (%)

Magicmol (BM)

100.00

99.87

99.23

0.89 M

0.655

0.516

4.9 M

66.86

Magicmol (NM)

96.22

98.63

100.00

0.027

0.127

17.82

Magicmol (PM)

100.00

43.30

99.47

0.885

0.714

91.48

Magicmol (SMILES)

91.15

99.67

98.28

0.715

0.579

73.65

  1. Synthesizability: generated molecules judged as ES by SYBA; Druglikeness: average QED score of generated molecules done by Rdkit; Match Rules: the percentage of sampled molecules matching Lipinski’s Rule of Five