In order to ensure that past or declined events no longer appear for parents via the Parent Lounge, review the Events and Payments Setup. 

Staff Kiosk > Events > Parameters (Setup)

Here you will see there are some "Parent Lounge Parameters" as seen below;

By selecting these options, events will no longer appear when the event has since past, the event has been declined, or the event has since been closed.