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The phrase "increase probability" is correct and usable in written English.
You can use it when you are referring to the likelihood of something happening or being the case. For example: "We need to take certain steps in order to increase the probability of success."
Exact(26)
This paper examines whether the presence of grand-parents is likely to increase probability of mothers' working.
This is known to increase probability of nucleation at triple phase line which induces twin planes.
One also might try to meet the spirit of the demand that justifiers increase probability or entail without attributing propositional contents to experiences.
While the automations have led to improve patient care workflow and reduce costs, it is also rising healthcare data to increase probability of security and privacy breaches.
Studies about the use of internet-based services and especially those that are related to services on-the-move, reveal that their propagation is rapidly expanding, with high increase probability in the next years.
1. Increase probability of success, before investing loads of time.
Similar(34)
Increased PTH is associated with increased uric acid and increased probability of being hyperuricemic.
Increased probability".
In theory, one Sievert confers a 5.5% increased probability of cancer.
Hip fracture history is significantly associated with increased probability of additional fracture39.
The increasing probability of a Labour victory in 2015 has helped to tilt the odds further against independence.
More suggestions(4)
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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