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Table 3 Summary of fit for model responses

From: Optimal process design space to ensure maximum viability and productivity in Penicillium chrysogenum pellets during fed-batch cultivations through morphological and physiological control

Model response

Model parameter (95% significance level)

R2

Q2

Model validity

Reproducibility

Pellet size

P/V

0.60

0.43

0.50

0.93

Pellet compactness

P/V

0.58

0.45

0.99

Viable pellet layer

qs, P/V, dO2

0.78

0.58

0.88

0.71

Mean specific productivity

qs

0.71

0.48

0.58

0.91

  1. Ranges to differentiate good models according to MODDE: R2 (> 0.5), Q2 (> 0.1 for a significant model, > 0.5 for good model), Model validity (> 0.25), Reproducibility (> 0.5)