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Of course it is, but the whole peer review system is intended to remove personal bias. Nothing is perfect, but I think most scientists are driven by a desire to understand how things work. They have to be prepared to be wrong.

What if all the peer reviewers have the same bias?

Science = the scientific method. The scientific community = people. Those two things are not remotely the same thing.