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"correct this weakness" is correct and usable in written English.
You can use it when you want to suggest that something should be improved, fixed, or changed. For example, "Given the current state of the project, I think we need to correct this weakness in order to move forward."
Exact(2)
In an effort to correct this weakness, follow-up of this cohort was prolonged for up to 18 years (18).
In order to correct this weakness, at least partially, we decided to add a second clustering step with the partitioning method.
Similar(56)
"The most important thing is that we show the willingness to correct the weakness of the policy infrastructure of the common currency," Mr. Van Rompuy said.
Hence, one can correct the weakness observed in Rho.
How to correct this?
With Congressional efforts to rewrite the law stalled, Secretary of Education Margaret Spellings has begun using her executive powers to correct the weaknesses in it.
Perhaps the minister will correct these weaknesses by setting up a national strategy, extending beyond the usual 1-year or 3-year funding cycles.
To correct these weaknesses, an intelligent resource scaling algorithm is proposed for OCSO where the green boundary limits and thresholds are adjusted dynamically according to the real-time service resource utilization statistics.
In the first two terms we corrected the weaknesses of the Tory years: boom-and-bust economics, chronic underinvestment in public services, mass unemployment.
We invested an enormous amount of time in correcting the weaknesses that existed since the end of the Cold War.
The system presented today (OSCA) corrects these weaknesses and is complete, automated and easily usable.
More suggestions(14)
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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