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But these tools may also identify and promote the use of predictive variables that are (or should be) troubling.
This study investigates whether load estimates and resultant power to detect trends can be enhanced by (i) modelling the error structure so that temporal correlation can be better quantified, (ii) making use of predictive variables, and (iii) by identifying an efficient and feasible sampling strategy that may be used to reduce sampling error.
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Table 2 presents the hazard ratios of five risk models with different combinations of predictive variables, using the 25,736 patients with complete data and no exclusion criteria.
Weighted cumulative incidence rates (CIR) of RMSP were compared between categories of predictive variables using survey-adjusted Wald χ2 tests to account for the sampling scheme (1: probability of inclusion as sampling weight).
In our study, two sets of predictive variables were used to build the ML model.
The choice of predictive variables was made using a bivariate correlation matrix.
Typical environmental data sets used for ENM include topographic (elevation, aspect, slope), climatic (temperature, precipitation), and biological (vegetation, other species distributions) data layers, a much broader array of predictive variables than that used in climate envelope models (Stockwell and Peters 1999).
The influences of predictive variables that determine the dependent variables were analyzed using logistic regression.
Orientation of a TFBS and its distance from the start codon were later used as predictive variables to explain functionality of a TF gene binding.
This suggests that the logistic regression model was well calibrated when the p values of the KS tests were used as predictive variables (as in models 2 and 3) but not when only the stratified PRR and its lower limit were used as predictive variables (as in model 1).
Although we observed similar patterns of results using the dichotomized predictive variables (median split), none of the comparisons were statistically significant except for baseline ACTH, which was higher in the higher BPb group (p = 0.032); mean [95% confidence intervals (CIs)] were 18.4 pg/mL (15.4 21.8) for the low BPb group and 21.5 pg/mL (17.9 25.7) for the high BPb group.
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