Just 11% of 53 cancer research papers were reproducible
This is one of the reasons I went into math and software. In math there is only black and white, provably true and patently wrong. Still, part of the reason this is so is that to show any results everything must be laid on the table. CS and Math papers are therefore open by design and the world has benefited. I hope the rest of science will move in this direction.