Nicely put.
There is a current / time curve for batteries, but finding one for a specific battery is a bit of a problem!
The higher the current, the shorter the time the battery can provide it, so, as McGarnagle says, due to the laws of physics, the lower resistance, requiring higher voltage to maintain the same wattage, will deplete the battery quicker.