I commute 12 miles a day to work on a track bike with drops and have never had a problem. The real advice is: if they work for you, they work. If you find it uncomfortable or inefficient, switch. Get your wheel flipped and enjoy the ride!
As a sidenote, I'd recommend keeping both your brakes on. Otherwise, you could end up somersaulting.