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This suggests that results using a reduced sample are not likely to differ from the full sample.
Significance tests were conducted by comparing case responses to the most severe and least severe case and using a reduced sample of 119 respondents who had addressed all 24 items on the survey.
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Insulin sensitivity was assessed by the frequently sampled intravenous glucose tolerance test (FSIGT), using a reduced sampling protocol [ 17].
We also repeated our analysis on A. thaliana using a reduced data set constructed by sampling one allele from each of the five "populations" identified by the STRUCTURE model (Pritchard et al. 2000; Falush et al. 2003; Nordborg et al. 2005).
Then, I test the use of methods which employ the bulk of information in big data and other methods using a very reduced sample.
Using a slightly reduced sample (N = 499) with CSF biomarker data available, all 8 identified interactions remained statistically significant when performing hierarchical linear regression using the CSF phenotypes (one baseline measure: A β, two ratios: t-Tau/A β and p-Tau/A β) instead of the AV-45 measure as outlined earlier (Table 3).
To assess the relationship between sample size and matrix stability in the wing patterns, the modular architectures were also examined using reduced sample numbers and the results were compared to those obtained using all samples.
HTC screening of 40 novel Kynar® poly vinylidene fluoride) (PVDF /acrylic polyelectrolyte (PE) membranes focused on varying the Kynar® type (5×) and PE composition (8×) using reduced sample sizes.
The necessity to use reduced sample sizes, in order to achieve better spatial resolution in studies on the pore microstructure of Portland cement matrix composites, leads researchers to perform the fractionation of specimens.
Therefore, a slightly reduced sample was used for the multivariate analyses of shape (Additional file 1: Table S1, n = 1,177).
The use of composite end points in RCTs is controversial; they are used to reduce sample size requirements and capture the overall impact of an intervention [ 24], but they may exaggerate the effect of an intervention, particularly where one component of the composite outcome, which may be less biologically relevant, shows a significant effect [ 25].
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