I found the answer to this. It appears that if you don't have a icon and image size for xxhdpi (notice that has two xx's) then things tend to go a bit haywire.
So adding an xxhdpi icon sized 144 x 144 and a xxhdpi spalsh screen sized a 3 times the size of the mdpi
Remember to put in links in your config.xml file.