You’re aware that turning on a blue filter at the same brightness level will obviously decrease the overall emittance of the display? Most displays are already way too bright for ideal viewing conditions at maximum brightness, let alone in a completely dark room. Of course it will blind you at that setting and of course mostly turning off a third of the sub-pixels will reduce the issue.
That’s why one should trust science over anecdotal evidence because a good scientist would control for brightness...