Fig. 7
From: Incorporating random effects in biopharmaceutical control strategies
Workflows for creating control strategies based on regression models. The left column describes an approach that uses OLS models for the estimation of PARs. A mixed-model-based workflow is summarized on the right. The differences in the steps involved are subtle but generally result in a more realistic estimation of variance and therefore a more robust control strategy