I'm no electronics expert, by far, but if the female side of that plug is all hooked up through N-Channel FETs then the only time there would be much juice flowing is when the LEDs are on. Otherwise it should be basically zero current passing through there.
Someone w/ more knowledge, feel free to chime in, but I _think_ that's accurate.