If it is randomly selected each time then the highest probability is in this order of highest to lowest.
Not being chosen at all.
Being chosen once.
Being chosen twice.
Once you have been chosen once then the probability of being chosen again reduces. The probability of being chosen isn't the same for everyone. The only time the probability was the same was on the first ever jury service draw.
no, if its completely random then everyone has the same chance each time a draw occurs... prior events are irrelevant