> modern science is synonymous with open source software.

Another problem with reproducibility is the openness of the underlying data. Many academics are terrified of giving away the golden goose and the software is often useless without the data.

However many scientists do work openly, e.g. The Journal of Open Source Software:

https://joss.theoj.org/