I’ve finally found out what was the issue with my installation. You were right, everything was correct with my OJS installation, the issue was a .htaccess i had in my root folder, generated by wp security that pretty much locks everything up.
Everything seems to be working perfectly now, and OAI is also working.
Thank you both for your insights, i wouldn’t have thought of looking the other way without your help.