One of the main reasons that information published in scientific journals is trustworthy is because

One of the important things that make information published in scientific journals trustworthy is because these journals are usually peer-reviewed.

By definition, peer review is the process of subjecting the scholarly work, ideas or research of an author to the scrutiny of others who are experts in the same field.