Do concurrent connections to an HTTPS website perform separate SSL handshakes?

I know that most browsers nowadays support around 6 concurrent TCP sessions per hostname, to perform multiple requests at the same time.

For sites which utilise SSL, is there a separate handshake performed for each TCP session, or is a single SSL handshake performed, with the resulting symmetric key being reused for each concurrent TCP session?