Those predictors were generally identified through study of the high-skill workforce.
The relationships among predictors were generally weak (Table S2), but "estimated soil moisture" and "estimated peat depth" showed a strong positive correlation.
High intercorrelations among predictors are generally considered problematic, because they can compromise the explanatory effects of individual predictors (Pedhazur, 1997).
Most of the predictors are generally applicable to amino acid sequences from any protein family, while a few of them include properties that apply only to a given protein family of interest; i.e. protein kinase-specific predictors [ 19].
First, though most of the findings from our cohort are corroborated by the meta-analysis, there are differences in the two data sets; in particular the correlations between predictors are generally stronger in our cohort than the meta-analysis.
To further evaluate the performance of the PSSM-based algorithm in our context, we constructed PSSMs derived from our entire dataset of cleavage sites, and found that the AROC scores of the PSSM-based predictors were generally poorer than our SVM-based classifiers (data not shown).
Other variables, such as (total) biomass, might require more subsample trees as biomass models using only d1.3 as predictor are generally less precise than similar volume models.
To obtain a stable Cox regression model, 10 events per predictor are generally recommended.
Because the number of predictors (markers) is generally much higher than the sample size (P > > n), fixed regression methods using ordinary least squares cannot be used for developing prediction models.
Covariate distribution and effects: We study the measures in the context of multiple regression where the PI, i.e. the linear predictor, in the model is generally a function of several variables.
