Two "clean room" implementations that achieve the same result is much, much stronger evidence than any degree of code reviews on one piece of code (or reviews of one experiment). Independent reproducibility is a cornerstone of science.
I absolutely agree. I also have about zero faith in untrained scientists ability to perform a clean room implementation. (That's neither here nor there though.)
