CriterionCalculateValidate with
Oxygen transferkLa, C*, OUR, OTR margin, gas rate, enrichment and pressureDynamic gassing-out, off-gas and OUR data
MixingBlend time, circulation time, feed-zone exposure and concentration gradientsTracer studies, probe mapping or qualified CFD
ShearTip speed, energy dissipation and shear-sensitive exposureScale-down experiments and viability or quality response
HeatPeak heat generation, UA, approach temperature and coolant demandHeat-balance reconciliation and equipment data
MetabolitesGlucose, glutamine, lactate, ammonium, osmolality and pH trajectoriesTime-series assay data and feed records