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The vessel identification number incorporated most vessel characteristics, leaving vessel speed primarily as a fitting variable with less biological meaning.
The best fitting variable in the second analysis, which considered the entire population at the meshblock level, was the presence of beef cattle in the meshblock.
For example, if all input indicators are continuous variables, the principal component is a construct that is the least square common factor for the best fitting variable that would be "explained" by the set of indicators.
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An added advantage of these OU model fitting approaches is that they allow proper multivariate models rather than fitting variables one at a time [ 55].
The intensity correlation function was analyzed by the method of cumulants using the mean and variance of the distribution as the fitted variable.
The output fitted variable is the drug plasma concentration C plasma.
There was no evidence that the model violated the proportional hazards assumption either in general or for each fitted variable (Schoenfeld global test, P = 0.99).
We determine the quality of the fit by measuring the R regression correlation coefficients between the fit and the measured data (indicating on the strength of association between the experimental measurement and the fitted variable).
The AUROC for classifying advanced fibrosis based on the fitted variable (a weighted combination of predictors including 2D-MRE, age, and BMI) from the multivariable model was 0.95 (P < 0.001; see Supporting Fig. 1).
Most of our experimental data agree within the 95% confidence intervals, demonstrating the small correlation coefficients between the fitted variables.
There were two lists of model-selected variables derived from DF, one used in fitting (the fitting-variable list; Table 1) and the other used by at least one of the models in the 2,000-L10O process (the L10O-variable list).
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