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. 2020 Jul 28;6(7):e04464. doi: 10.1016/j.heliyon.2020.e04464

Table 1.

Computed chemometric validation parameters of the model.

S/N Chemometric validation parameters Description Threshold value Calculated value Comments
1. R2 Co-efficient of determination for internal validation (Training set) ≥0.6 0.802 goodness-of-fit
2. R2Ext Co-efficient of determination for external validation (test set) ≥0.5 0.773 good predictivity
3. R2adj Adjusted R-squared >0.6 0.767 goodness-of-fit
4. Q2cv Cross-Validation Co-efficient >0.5 0.693 Passed and model is acceptable
5. R2-Q2cv Difference between R2 and Q ≤0.3 0.109 Passed and model is acceptable
6. Friedman LOF Friedman LOF - 0.406 statistically significance
7. χ2 Chi-squared <0.5 0.026 good predictivity
8. RMSE Root-mean squared error ≤1.0 0.448 good predictivity
9. cR2p Coefficient of determination for Y-randomization >0.5 0.714 Robustness
10. NB No. of Bootstrap Models - 10,000 Good internal predictivity
11. Biasˆ2 Bias or systematic errors - 0.272 Good internal predictivity
12. MSE Mean square error - 0.251 Good internal predictivity
13. RMSEP Root-mean squared error of prediction - 0.50112 Good internal predictivity
14. Variance Variance or errors introduced by models - 0.055 Good internal predictivity
15. DF (5, 28) Degree of Freedom >2.09 33 statistically significance
16. |r0ˆ2-r'0ˆ2| <0.3 0.0512 Passed and model is acceptable
17. k slopes k (predicted against experimental activity) of the regression lines through the origin 0.85 < k < 1.15 1.022 Passed and model is acceptable
18. k' slopes k’ (experimental against predicted activity) of the regression lines through the origin 0.85 < k'<1.15 0.976 Passed and model is acceptable
19. [(rˆ2-r'0ˆ2)/rˆ2] <0.1 0.067 Passed and model is acceptable
20. r2m external predictability of the selected model ≥0.5 (or close to 0.5) 0.689 good external prediction
21. [(rˆ2-r0ˆ2)/rˆ2] <0.1 0.00067 statistically significance
22. VIF Variance Inflation Factor <10 <2 orthogonal and statistical significance.
23. t-test t-Statistic value >2 >10 statistically significance