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Judgment & ambiguity · Calibrating confidence

You're scaling a new process from the pilot plant to full production, and the pilot data is clean but limited. How sure are you that the reaction kinetics and heat transfer will hold at plant scale, and how do you let that confidence level shape the first production runs?

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I'd be honestly modest here — pilot data tells me the chemistry works, but the things that bite at scale are exactly the ones pilots hide: heat removal gets harder as volume grows

The full answer: structure, worked example, likely follow-up.

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