Okay, so I found out that this can be disabled by turning off session.use_trans_sid. BUT, if the user doesn't support cookies, then the session will cease to function, am I correct?
If this is the case, then I'll live with it. My knowledge in sessions is somewhat limited, but I'm assuming the PHPSESSID is appended only once because session cookies take over after the next refresh.