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It also gives a state-of-the-art overview of the empirical support for the relevance of these variables.
Of course, this finding does not question the clinical relevance of these variables.
Among the statistically significant ones, the variation in point estimates was too small in our perspective to affect epidemiological conclusions on the biological relevance of these variables.
However, the qualitative data hint at an alternative interpretation of the relevance of these variables suggesting that in addition to indicating household wealth, they may also indicate traditional status.
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The application of the judging technique to determine the level of representation and relevance of the variables to be measured.
PCA should not be confused with variable selection procedures that assess the relevance of the variables, since PCA takes into account the variables only, and does not take into account the quantity to be predicted, i.e., the class of the item to be classified.
Most of the retained variables showed relationships robust across sensitivity analyses, supporting the relevance of the variables identified.
Variable importance in projection (VIP) is a simple filter-based variable selection approach that is proposed to assess the relevance of the variables in the PLS-DA model [ 30, 31].
To our knowledge, the relevance of the variables IGF-I, IGFBP3 and the IGF-I/IGFBP3 ratio in relation to prepubertal, pubertal and total gain in height has not been previously reported in GH-treated children.
To identify the relevance of the variables affecting GNRI and RRF decline, clinical and laboratory parameters were analyzed using univariate and multivariate regression models (Table 3 and Table 4).
Where the numerator is the a posteriori probability that the variable set is strongly relevant with respect to the target variable, and the denominator is the product of the a posteriori probability of the strong relevance of the variables in the set.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com