What does “establish credibility” mean in a research paper?

to establish credibility is to refer to established known facts as they relate to the subject of the research.

Opinions and guesswork are open to doubt by the reader of the paper, thus the writer of the paper would be well advised to site references that cannot be refuted, hence, Establishing Credibility.