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Effectively, the software emulates the multiple imputation used in our validation which then gives the results based on multiply imputed data reasonable face validity.
To make use of the maximum number of observations, the analyses have been based on multiply imputed datap.
b The bootstrapped group means and differences, and their standard errors (SE) are based on multiply imputed and bootstrapped data but unadjusted for confounding.
Note that Stata does not compute goodness-of-fit measures after estimation based on multiply imputed data, which is why I use R2 (OLS) and Pseudo-R2 (Logit) from estimates based on single imputed data.
We performed single instead of multiple imputation due to the relatively low percentage of missing values and the high computational effort that is associated with analysing additive models based on multiply imputed datasets.
We present an approach to inclusion of tract identifiers based on multiply imputed, synthetic data.
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The numbers and hazard ratios (HRs) reported in this study were based on the multiply imputed datasets.
Table 6 shows the adjusted hazard ratios for variables included in both final algorithms for women based on the multiply imputed data.
Our final model was fitted based on five multiply imputed datasets using Rubin's rules to combine effect estimates and standard errors to allow for the uncertainty due to imputing missing data.
Our final model was fitted based on five multiply imputed datasets using Rubin's rules to combine estimates and standard errors to allow for the uncertainty due to imputing missing data.
Table 5 shows the adjusted hazard ratios for the variables included in both final algorithms for men based on the multiply imputed data; fractional polynomial terms for age and BMI were also included in the algorithms.
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