There are philosophers (who study logic, reason, and belief) who have noted that belief in unobserved things has crept into parts of science.
When people talk about scientifically wrong I wonder if we're talking about observed and through the scientific method or the many things that don't have anything close to an observation.
[1] https://backreaction.blogspot.com/2019/10/the-crisis-in-phys...