Making some overgeneralizations here, software written by scientists aren't going to be as good as software written by software engineers. Their usual purpose

Making some overgeneralizations here, software written by scientists aren't going to be as good as software written by software engineers. Their usual purpose (and their training/background) is to publish papers and writing code is just a means to an end.