>"If you want your science to be about the real world and not about some hypothetical scenarios that don't exist you have no choice but to do the transposition."
How can saying false things make your science "about the the real world"? The only thing I can think of is that by "real world" you are referring to using the publication of massive amounts of incorrect/questionable information as a metric for success. Yes, that is indeed the sham going on.
>"There is a reason humans naturally and instinctively do it when they talk about experiments. This is how you describe things in real world human language."
I have no problem talking about data without transposing the conditional, if you do that is some issue with your training.
>"Sure there are debates about priors."
The error you advocate (of transposing the conditional) has nothing to do with priors.