Yes, it is possible. As far as attraction goes, yes that will probably happen, doesn't mean that it will be acted on. My boyfriend has several female friends and I have several male friends. No worries! The danger is if you are becoming "friends" because you are attracted to each other but can't ( or won't ) act on that attraction for whatever reasons.
Damselfly