Yes, possibly. Publication bias is a known problem when using prior work (see [1] for some references on the problem and potential solutions).

One of the strengths of Bayesian methods is that you can use a less informative prior to model your skepticism of prior work.

[1]: https://www.sciencedirect.com/topics/medicine-and-dentistry/....