I would do research. Most of your work time will be spent in the college and the atmosphere, for example the library and the work rooms, are very important to me and how willing I am to do work.
But if that doesn't bother you, an open application won't affect your application chances since the college you get isn't made aware that you made an open application.
Oxford, Cambridge, Durham, York, Lancaster, Kent or Roehampton?