[@bph Participant 9 years, 1 month ago]

Testing it with all plugins turned off and activating them one at a time it turns out WP-SpamShield was causing this persistent screen notification.
Posted it on WordPress.org support forum for plugin: http://bit.ly/1NfTXxv