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The phrase "a large-scale" is correct and can be used in written English.
It is often used to describe something that is of a large size, scope, or degree. For example, "The government is planning a large-scale infrastructure project that will create thousands of jobs."
Exact(45)
But a large-scale defection is unlikely.
He's a large-scale miniaturist!
called for a large-scale "transformation".
A large-scale study suggests so.
A large-scale intervention of some kind.
That's why it's a large-scale phenomenon.
Similar(15)
He does this on a large scale.
Outside entertainment on a large scale at Town Hall's Paradiso.
It is not available now on a large scale.
Deaths on a large scale began here only in 2000.
This was sheer lawlessness on a large scale.
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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