Paper: pyFRET: A Python Library for Single Molecule Fluorescence Data Analysis (R. Murphy, S. Jackson, D. Klenerman)

Paper for EuroScipy 2014 proceedings :)
I agree. As many parameters as possible should be visibly set on the paper, or it all reads like magic. If not, then a comment line explaining each parameter should be used.