Note: I wrote this nearly a year ago, not sure why it's popped up today. Since then, both Bootstrap and jQuery Mobile have improved. I encourage you to consider both options (amongst a host of others, some of which I overviewed in this talk - http://mobile-app-strategy.appspot.com/) and pick what works best for you.
:-)