I think this is a straw man. Astronomers, astrophysicists, etc. go to enormous lengths to address these issues over time and are well aware of the shortcomings of their work. When black holes were predicted, none had been observed. I'd suggest that astronomy is a terrible place to make claims about irreproducibility.

Cosmology on the other hand...