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Table 3 Comparison of classification results for the azeotropic behavior of mixtures calculated using OCHEM and Oprisiu[4]models

From: Modeling of non-additive mixture properties using the Online CHEmical database and Modeling environment (OCHEM)

 

5-Fold Cross Validation (400 mixtures)*

Test set (95 mixtures)

OCHEM compound out

OCHEM mixture out

Oprisiu [[4]] mixture out

OCHEM mixture out

Oprisiu [[4]] mixture out

Balanced Accuracy

0.80 ± 0.04

0.78 ± 0.04

0.82

0.85 ± 0.07

0.82

Recall of zeotrops

0.77

0.77

0.78

0.74

0.73

Recall of azeotropes

0.83

0.80

0.85

0.95

0.91

  1. *OCHEM models were developed using 465 mixtures, which also included pure compounds.