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Table 1 Results of the classification of molecules into prohibited, i.e., hazardous category (class 0) and allowed, i.e., non-hazardous (class 1) for the ECHA cosmetics test set (higher is better)

From: Classification of substances by health hazard using deep neural networks and molecular electron densities

Class

Precision

Recall

F1 score

Support

Class 0

0.73

0.65

0.69

68

Class 1

0.80

0.86

0.83

115

Accuracy

  

0.78

183

Macro Acc.

0.77

0.75

0.76

183

Weighted Acc.

0.78

0.78

0.78

183

  1. Chance prediction would be 62.8% for ECHA dataset