Consensus can be more robust than the data it rests on. That's true in Darwinism, and appears to be true in climate science, according to some published doubts.
Scientific publishing and peer review is undergoing a revolution, suggesting there has been something wrong. Yes; its lack of transparency is motivating a drive for 'open science.'