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In this paper, model performance measures were calculated within each imputed dataset using the constructed prognostic model for that dataset and then combined to give an overall multiply imputed measure.
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One can envision constructing imputed measures as weighted averages of the revised upper and lower bounds: {widehat{x}}_{j,i}^={a}_j{overline{x}}_{j,i}^R+left 1-{a}_jright){underset{bar{mkern6mu}}{x}}_{j,i}^R+left 1-{a
We repeated the meta-analysis excluding the data from the trial by Abt et al [ 21], the only trial for which we had to impute measures of variance.
Our imputed capital measure equals the five-year average capital stock in the firm's industry, divided by the number of firms in each industry represented by the WES.
Here, we compare imputed and measured genotypes of these top-ranking SNPs.
For those people with valid performance data but missing height (n=10), height was imputed with measures from age 43.
Missing data for individuals will be imputed using measures on individuals with comparable scores in other known values.
Finally, multiple imputation was used to impute depression measures for the 888 missing depression values due to non-response[ 25] to test whether our outcomes were affected by systematic differences between survey responders and non-responders.
Toenail arsenic measures were available or imputed from fingernail measures for a total of 533 subjects, 277 cases (52%) and 256 controls (48%).
Cross-validation was performed on each of the imputed datasets to measure the predictive performance of the model using the area under the receiver operating curve (AUC).
To perform analyses according to the principle of intention-to-treat, missing observations at follow-up on the outcome measure were imputed with multiple imputation techniques.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com