Hello Census Boy, Fen Boy here.
You've pretty much descibed what is going to happen. The NPPL medical will be undertaken by your GP and he will be given guidance on areas and conditions which are no go. However, as you rightly say, he's going to know you and your medical history pretty well anyway.