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Because we had a screen-stratified sample, to arrive at the correct estimations for the population, we conducted weighted analyses using weights proportional to the inverse of the probability of being selected as a subject (i.e., low screen scorers were "weighted up" and high scorers were "weighted down").
Multivariable analyses were conducted (weighted by RDSAT-generated HIV result weights) in SAS version 9.1 (Cary, NC).
In order to examine any systematic effects of design factors on effect size we conducted weighted (effect size variance) regressions of the absolute values of the effect sizes based on abundances for each design factor.
We also conducted weighted logistic regressions to estimate associations of DCP concentrations above the 95th percentile with housing type, race/ethnicity, and income.
To identify highly correlated groups of genes (called 'modules'), we conducted weighted gene correlation network analysis using the R-package [ 25, 26].
We conducted weighted analyses for case cohort studies as described previously (Breslow et al. 2009) with person-time as the time scale.
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As a result, we noted that none of the assigned sampling weights in the publicly accessible data files are appropriate to conduct weighted regression analyses.
SUDAAN software V.1.0 (Research Triangle Institute) was used to conduct weighted analyses to account for the complex stratified study design to adjust according to Chinese population data in 2006.
SEER*Stat software [ 11] was used to compute the rates, to age adjust them to the year 2000 US standard population, to produce the 95% confidence interval (CI), and to conduct weighted linear regression to estimate average annual percentage changes, which were evaluated for statistical significance with a two-sided P value of 0.05.
The company is starting by conducting weighted keyword matching of expertise queries with academic data published online but obviously hopes to build up its own knowledge base by attracting scientists to use its platform and flesh out their own profiles on Sciencebite.
This set of findings highlights the importance of conducting weighted and unweighted analyses.
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