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> How many experiments, on the terminal or the bench, are run with noise in the underlying test conditions?

All of them, approximately. There are a few journals like http://www.orgsyn.org/ that consist entirely of rigorously vetted methods, but that is definitely an outlier. The significance of the noise will depend on the specifics, of course.

I'm fairly sure there have been a few high profile retractions of 'metal-free catalysis' that were ultimately traced to metal impurities in the reagents. There was also an incident with the DOE where in the process of refurbishing some of the nuclear arsenal they found that they couldn't reproduce one of the necessary ingredients due to some then unknown change. I am blanking on the (code)name of the material they were trying to reproduce though.



You're thinking of FOGBANK. Apparently they needed some of the impurities present in the original manufacturing runs to get the properties they wanted. Restarting FOGBANK production was problematic because a) the manufacturing process is in itself tricky and nasty and then b) once they restarted it they discovered the previously overlooked impurities.

Apparently they've resolved that.




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