"New Activity" on the dashboard such as replies to a discussion, an assignment being graded, or announcements should have the option to be marked as read from the dashboard page. I find that my dashboard always has "New Activity" from items that are weeks or months old because I did not access them in a way that clears the notification from the dashboard.