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"in large scale" is a correct and usable phrase in written English.
You can use it to describe the size of an operation, event, or system. For example, "The company will roll out their new product in large scale."
Exact(17)
The need to think in large scale is undeniable.
Models for Oxygen Transfer in Large Scale Bioreactors6.
performance programming problems arising in large scale computation.
He said investment in large scale renewables fell by 88% here.
Crassee, I. et al. Intrinsic terahertz plasmons and magnetoplasmons in large scale monolayer graphene.
Cavitation in large scale shear flows.
Similar(43)
Well versed in large-scale sculpture.
"We're not interested in large-scale combinations".
It is an extraordinary exercise in large-scale clarification.
Bonvin, C. Isolating relativistic effects in large-scale structure.
Further replication in large-scale studies is warranted.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com