hi Yassine,

There are alternatives to the mixture approach that would probably work
better in your case and can be used in the context of an scm too, see e.g.:

AAPS J. 2013 Oct;15(4):1232-41. doi: 10.1208/s12248-013-9526-y.
Comparison of methods for handling missing covariate data.
Johansson ÅM, Karlsson MO.
(http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3787222)

AAPS J. 2012 Sep;14(3):601-11. doi: 10.1208/s12248-012-9373-2. Epub 2012
May 31.
Performance of methods for handling missing categorical covariate data in
population pharmacokinetic analyses.
Keizer RJ, Zandvliet AS, Beijnen JH, Schellens JH, Huitema AD.
(http://www.ncbi.nlm.nih.gov/pubmed/22648902)

best regards,
Ron

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Pirana Software & Consulting BV
@ronpirana

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