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Combining the gene ranking, relative effect size and model selection results, we argue that simply by selecting the intensity model instead of the ratio model for the analysis of the same set of gene expression measurements, more reproducible results are obtained.
For the simulations with 30 candidate models and confounders(α = 1.2) t = specification A, we investigated the use of standard AIC model selection (results not shown) by basing estimates on the single model selected as "best" based on AIC.
Figure 15 explores model selection results as a function of parameter values, and provides an overall picture how these parameters affect model selection.
Model selection results indicated that a model incorporating metrics of both forest configuration and forest composition performed significantly better those that with either alone.
These model selection results illustrate two points.
This may lead to spurious model selection results [43].
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Model selection resulted in a final model that included community type and 7-day cumulative precipitation two weeks prior to sampling, while adjusting for dog density.
Akaike's information criteria-guided model selection resulted in skin type being dropped from the predictive multivariate model for prostate cancer (OR=0.76, 95% CI=0.53 1.13, P=0.190) and average sunbathing score (OR=0.74, 95% CI=0.48 1.13, P=0.167) being dropped from the model for BCC.
Model selection resulted in the most complex available model in ModelTest, with six substitution types, and a proportion of invariant sites plus a gamma distribution of rate variation among sites free to vary (GTR+I+G) (Table 3).
Model-selection results indicated that grasshopper sparrow and dickcissel densities were influenced by grassland type, with higher densities in parcels dominated by warm-season grasses.
Model-selection results indicated that fine-scale land cover (e.g., riparian zone width, shrub cover) in the riparian zone was positively associated with reach-wide body burdens of Se and Hg in both riparian F. subsericea and tetragnathid spiders (i.e., total magnitude of Hg and Se concentrations in ant and spider populations, respectively, for each reach).
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