Software to roll-your-own Open Access journal are now fairly easy to get hold of. OJS is available from the Public Knowledge Project as Free Open Source Software, Annotum builds on top of Wordpress and there are forthcoming projects such as Faculty that also broaden the field.
Martin Paul Eve (Wed,) studied this question.