The reason more females have it is because of blood loss from periods (Iron is needed to make up Red-blood cells).
I had IDA for over a year. My doctor tried to fix/ mask it with iron supplements, turns out was a coeliac. Which explains why I was constantly felt lethargic/ hung-over.
Pro tip: Don't trust everything your doctor says (new Dr suspected it and ordered tests straight away).