Is it possible to join a network that prompts a CNA log in with the airport express?

The local wireless is open, but causes a "Captive Network Assistant" to open on OSX. I would like to join this network with my airport express and then connect to the airport express via ethernet to connect to the internet. Is this possible or will I have to get a mac mini and use that?

Thanks in advance!