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The KPI model showed a better balanced distribution of patients into different risk groups than the IPI model.
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In the case at hand, it is reasonable to assume that a static distribution will yield a better result than a balanced distribution due to the negligible variability in the computational cost associated with each ray; that is, it is unlikely that any one processor will have to compute a large amount of high-cost rays while others compute low-cost rays.
The approach closest to the approach described in this paper is that of [7], where mode transition points in an engine management system are identified and it is shown that a load distribution by mode-dependent task allocation is better balanced in comparison with a static task allocation.
The KPI model balanced distribution of patients into different risk groups better than the IPI and PIT models.
This suggests that training sets with a more balanced distribution of eligible and ineligible patients, all other things equal, should gradually allow training better-discriminating predictive models.
But better balanced?
The better balanced the process, the better balanced the outcome.
A better balanced economy is the overall prize.
Mr. Karzai said he was looking further than just a balanced distribution of posts.
Marinesa Letizia (West) bid only three spades, disliking her balanced distribution.
First, East opened one spade with only 11 points and balanced distribution.
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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