How accurate are published papers?
No. The publisher does not and cannot guarantee the correctness of the papers. Also the peer-review system is not perfect.

That being said, even though a single paper might have some chance of being wrong, as studies are replicated, and follow up studies verify and extend the conclusions, the scientific community can build up stronger claims.