Baltimore County, MD (Zone 7a) A bit of this and a bit of that
Yep, look at the base of the blossom. If you see what looks like a tiny zucchini, it's a female flower; if you only see a stalk, it's male. There are usually a few male flowers at the beginning of the season before the first female ones open.