Parameter transformation in sbiofitmixed
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Hello,
I have a question regarding sbiofitmixed. I have fitted a model using log parameter transformation. In the NLMEresults object I can see the transformed values of the fixed effects in conjunction with their standard errors. While I can extract the original non-transformed values of the fixed effect by either using exp to transform them back or extracting them from the NLMEResults.PopulationParameterEstimates field, I can not do the same with the standard errors. I could in theory use the Delta method but I have a small sample size so that is not a proper idea here.
My question is if there is a way to extract the back-tranformed Standard Errors of the model fit using sbiofitmixed or the NLMEResults object?
Thank you for your answers in advance.
Best,
Ben
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Florian Augustin
2021년 3월 24일
Hi Ben,
An alternative idea would be to compute a confidence interval for the fixed effects (for example, estimatedValue + [-1.96, 1.96] * standardError). You can then back-transform the confidence interval to get a confidence interval for the population parameters. Would this give you the information you are looking for?
Best,
Florian
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