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The final behavior of the spore, either for life or death, seems to be of variable importance; in some cases such as in M. grisea, it might be important, whereas in other cases such as in C. gloeosporioides, programmed cell death does not occur and is not required for plant infection.
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Even here they are of variable importance, with some groups rejecting all formal creeds.
As lung mechanics is complexly perturbed in ARDS, the finding that EIF is of variable importance among patients could be expected.
Finally, it can serve as a more sensitive and informative outcome measure for a population of patients for whom mortality risk is heavily influenced by pre-morbid conditions, and survival per se is of variable importance.
Since only the relative magnitudes of the M x) are interesting, the actual values of variable importance are the normalized quantities.
The univariate p-values should be interpreted as indicators of variable importance to guide variable selection, not as traditional hypothesis tests of statistical significance.
There are several available measures of variable importance.
In both cases, the significance of all measures of variable importance was tested using a permutation strategy, whereby class labels were randomly exchanged and variable importance was recomputed on a total of 999 samples.
The former is based on fitting two competing models, with and without the variable of interest; a typical measure of variable importance is the P-value obtained in, say, a likelihood ratio test.
This technique is used in data mining and provides new measures of variable importance that are effective in delineating the most meaningful variables even in the presence of multicollinearity.
The descriptors are presented in decreasing order of variable importance.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com