No it does not allow you to get an EPN. The eBay Affiliate program is seperate.
A tip is start a blog, add good quality articles to the blog on a daily basis, have your terms and conditions on there, an about me page, contact us etc and run it for a few weeks.
Do not have any adsense on there (you can add that later).
Then apply for an account, this should help you get one.