First of all, a big thank you to everyone for your replies.
Picasso, I bought a check valve, this one (https://www.screwfix.com/p/non-return-shower-check-valve/71542?_requestid=359179) and fitted it where the shower hose meets the mixer, but it did not work.
Gasguru, I think you may have a...