I haven't seen any real serious replication problems in physics that didn't get cleared up, or anything else that would make me doubt the results.

I would generalize the statement: assuming a reductive order of sciences (medicine->biology->chemistry->physics), if one cannot trust a layer, it seems even more likely that layers above it should be trusted even less.