177 citations · 271 across the 4 of their papers we have counts for
4 papers
Quality control, data cleaning, imputation
Dawei Liu, Hanne I. Oberman, Johanna Muñoz +2
This chapter addresses important steps during the quality assurance and control of RWD, with particular emphasis on the identification and handling of missing values. A gentle intr…
A tutorial on individualized treatment effect prediction from randomized trials with a binary endpoint
J Hoogland, J IntHout, M Belias +6
Randomized trials typically estimate average relative treatment effects, but decisions on the benefit of a treatment are possibly better informed by more individualized predictions…
Real-time imputation of missing predictor values in clinical practice
Steven WJ Nijman, Jeroen Hoogland, T Katrien J Groenhof +6
Use of prediction models is widely recommended by clinical guidelines, but usually requires complete information on all predictors that is not always available in daily practice. W…
Multiple imputation for multilevel data with continuous and binary variables
Vincent Audigier, Ian R. White, Shahab Jolani +5
We present and compare multiple imputation methods for multilevel continuous and binary data where variables are systematically and sporadically missing. The methods are compared f…