Turning on the board lights up all the LEDs but not the LCD backlight. Switching the board off takes a couple of seconds and then all the LEDs (except the battery charging ones) turn off - I assume this is the shutdown procedure working correctly now.
Attached are images of the working LEDs and how I've connected the screen, looks right to me

PS. the board gets very hot where it says BATT +/- in 1.jpg