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Using all available variables the best predictive model of V included Hsd, PCveg and stand density (S) in the following formulation, V = 7.08 + 0.0690 H sd − 0.0423 P C veg + 0.893 1 − exp − 0.00691 S (6).
We calculated a propensity score for β-blocker-use with multivariable logistic regression, using all available variables.
For survival prediction, the average rule accuracy using all available variables is 82%, and 83.9% when using only the most significant variables.
Table 8 compares the area under the curve (AUC) for the ROC curves generated using all available variables and significant-only variables.
For hierarchical clustering, filter FSS always generated more accurate classifications than using all available variables, or after applying some traditional dimensionality reduction technique such as PCA.
Stepwise Cox regression models were fitted using all available variables or combination of selected variables to investigate different clinical circumstances and then compared by the likelihood ratio (LR) test.
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No attempt is made to use all available variables, since the survival prediction test has already confirmed the improved performance when using only significant variables.
In this analysis, we used all available 19 noncollinear demographic and lifestyle variables, as summarized in Tables 1 and 2. Figure 4 shows a scatter plot of the FDR adjusted p-values in logarithmic scale.
Specifically, with 5-nn using all the available variables a 83.18% ± 7.15% accuracy is obtained.
For the ITT analyses, we will apply the multiple imputations procedure (MICE) of STATA, which imputes missing data using all available baseline variables (sociodemographic and health- and cannabis-related variables).
The specific negative binomial regression model for predicting larva density per m2 using all available predictor variables was defined as follows (The abbreviations correspond to those given for model 7): g 1 μ i = β 01 + f 11 DW T i + f 21 CT H i + f 31 eas t i, nort h i (8a).
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