Fitting system of ODEs to already normalized data

I have a system of ODEs as a model and want to calibrate it. I have data for multiple outputs of the model but they are already normalized. Since I am unfamiliar with the related packages in Julia, what would you recommend using? Also, does the use of normalized data make the model unsuitable for predictions?

Solve the whole time series and then normalize it in the loss function?