Could you clarify what you are saying here here?
In the most rigorous form of scientific method a theory makes a prediction that you can then test.
Are you using the term 'prediction' to refer to predicting what pre-existing 'evidence' you are going to find?
In other words, an example of the usual definition of prediction in scientific method is tossing a coin and predicting 50/50 (ie theory->prediction->test prediction)
Are you using 'prediction' to refer to, for instance, what kind of fossil you are going to find?
This is better than nothing but ideally science should make prospective predictions not retrospective - that makes is easier to introduce bias because you will tend to find and notice the evidence you want, and ignore the rest.
But someone has to decide what 'the most likely explanation' is. If you can come up with a fantastic predictive experiment you can 'prove' something in one paper. Most things involve slowly building up the mass of evidence until the scientific community accepts it as the most likely explanation. There is a probability level that can a paper published. There is no fixed probablility level for when a theory becomes part of scientific cannon, that comes from majority consensus.
I read the blog. However:
The difference is we have seen the cat and haven't seen the milk fairy, so yes the milk fairy involves inventing/creating a new entity.
However both evolution and God have to be 'created' to explain the data.