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This multilayered approach allows students to visualize how increasing sample size reduces variance around the mean and may increase statistical power.
Age can be used to select samples with larger genetic effect sizes and more homogenous phenotypes, which may increase statistical power.
Standardised statistical analysis, adjusted baseline characteristics and subgroups analysis may increase statistical power and reduce heterogeneity.
Recently, it has been reported that application of CS to GRE-fMRI may increase statistical performance of activation detection [ 22].
Interpretation of data grouped in windows versus at individual locations may increase statistical power, simplify computation, reduce sampling noise, and reduce the total number of tests performed.
However, given the relatively limited phylogenetic sampling included in this study (only five taxa) the branch-sites tests may have insufficient power to detect positive selection [ 43], and more thorough phylogenetic sampling within Fundulus may increase statistical support for positive selection at these candidate loci.
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It may also increase statistical power in GWAS.
An additional consideration for estimating coevolution is that encoding protein alignments with reduced-state amino acid alphabets reduces computational complexity, and may also increase statistical power [ 5, 7, 21, 27].
Additionally, a Bayesian approach can take into account prior information on disease prevalence and concordance rates coming from twin and non-twin studies that are often available, which may help increase statistical power.
In addition, the analysis of larger groups may increase the statistical significance of our data.
Beside the support of Retsky model [ 15], 3-year classification may increase the statistical power of differential expression analysis by amplifying group difference.
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