When it comes to #Reproducible research, the elephant in the room is outdated code and software that you cannot replicate or reproduce the results with. Yesterday I spent practically all day trying to troubleshoot how to install an outdated version of #Pymc2 and #Python36 on an M1 Mac to reproduce the burden of disease estimations. Nothing worked. So your code can be open source, you can be well-meaning, but it still does not matter with #Reproducibility if they cannot be replicated and tested.