Research Article
Joint Decision-Making Model Based on Consensus Modeling Technology for the Prediction of Drug-Induced Liver Injury
Table 1
Parameters and performance of the 20 PaDEL submodels.
| No. | Parameters | Performance (%) | | Training set | Fivefold cross-validation set | Test set | C | g | ACC | SE | SP | MCC | ACC | SE | SP | MCC | ACC | SE | SP | MCC |
| 1 | 2.10E + 06 | 11.0 | 96.4 | 96.4 | 96.5 | 92.4 | 70.5 | 72.2 | 67.6 | 38.8 | 74.1 | 75.3 | 71.9 | 46.2 | 2 | 6.45E + 07 | 4.3 | 97.8 | 98.6 | 96.4 | 95.2 | 71.3 | 73.0 | 68.3 | 40.3 | 71.2 | 72.6 | 68.9 | 40.5 | 3 | 6.00E + 06 | 14.4 | 95.5 | 95.7 | 95.2 | 90.4 | 70.0 | 69.9 | 70.0 | 38.7 | 74.4 | 77.4 | 69.4 | 46.2 | 4 | 6.58E + 07 | 41.9 | 92.1 | 92.8 | 91.0 | 83.2 | 70.6 | 71.9 | 68.5 | 39.4 | 72.0 | 75.0 | 66.8 | 41.2 | 5 | 4.87E + 07 | 10.4 | 97.7 | 97.9 | 97.4 | 95.1 | 69.9 | 69.9 | 69.8 | 38.6 | 74.2 | 74.4 | 74.0 | 47.1 | 6 | 9.46E + 07 | 34.8 | 94.4 | 94.4 | 94.4 | 88.1 | 71.2 | 69.2 | 74.6 | 42.4 | 71.8 | 72.6 | 70.4 | 41.9 | 7 | 3.25E + 07 | 22.3 | 96.3 | 96.0 | 96.6 | 92.0 | 69.6 | 69.0 | 70.7 | 38.5 | 72.0 | 73.2 | 69.9 | 42.1 | 8 | 8.80E + 07 | 32.3 | 94.0 | 94.3 | 93.6 | 87.3 | 70.0 | 70.7 | 68.8 | 38.4 | 72.2 | 74.7 | 67.9 | 41.8 | 9 | 1.67E + 07 | 17.3 | 94.5 | 94.2 | 94.9 | 88.3 | 70.5 | 69.4 | 72.3 | 40.4 | 72.3 | 72.3 | 72.4 | 43.5 | 10 | 8.97E + 07 | 29.6 | 95.6 | 95.7 | 95.6 | 90.7 | 70.0 | 69.6 | 70.5 | 38.9 | 73.1 | 74.1 | 71.4 | 44.5 | 11 | 2.18E + 07 | 13.3 | 97.5 | 98.0 | 96.7 | 94.7 | 70.0 | 70.0 | 69.8 | 38.7 | 72.5 | 73.8 | 70.4 | 43.2 | 12 | 2.39E + 07 | 23.8 | 94.9 | 95.0 | 94.7 | 89.1 | 70.9 | 70.2 | 72.2 | 41.1 | 71.2 | 72.0 | 69.9 | 40.8 | 13 | 6.63E + 07 | 27.7 | 95.0 | 95.0 | 95.1 | 89.5 | 70.1 | 70.3 | 69.8 | 38.9 | 72.5 | 73.8 | 70.4 | 43.2 | 14 | 6.33E + 07 | 36.5 | 93.7 | 93.9 | 93.2 | 86.5 | 70.1 | 69.5 | 71.1 | 39.4 | 72.0 | 72.9 | 70.4 | 42.2 | 15 | 9.85E + 07 | 41.0 | 94.2 | 94.1 | 94.3 | 87.7 | 70.1 | 69.9 | 70.6 | 39.3 | 72.3 | 72.6 | 71.9 | 43.3 | 16 | 3.88E + 07 | 24.1 | 95.0 | 95.1 | 94.7 | 89.3 | 71.0 | 69.7 | 73.1 | 41.4 | 73.7 | 74.7 | 71.9 | 45.6 | 17 | 6.27E + 07 | 28.3 | 95.2 | 95.6 | 94.7 | 89.8 | 70.3 | 69.6 | 71.7 | 39.9 | 72.2 | 73.5 | 69.9 | 42.4 | 18 | 4.33E + 07 | 26.9 | 95.9 | 96.4 | 94.9 | 91.2 | 70.3 | 70.5 | 70.0 | 39.3 | 73.7 | 73.8 | 73.5 | 46.0 | 19 | 2.47E + 07 | 26.5 | 94.0 | 94.5 | 93.2 | 87.3 | 70.5 | 69.5 | 72.3 | 40.5 | 73.7 | 73.5 | 74.0 | 46.2 | 20 | 6.56E + 07 | 37.1 | 92.7 | 93.3 | 91.7 | 84.4 | 69.7 | 69.6 | 69.7 | 38.2 | 73.9 | 73.2 | 75.0 | 46.8 |
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