Google Calender: Prevent the notification of an event disappearing after the event time?

Say, I have set a monthly event at a specific time and date on Google Calender. I have enabled "1 minute before" notification for it. The notification shows up at the expected time, but if I happen to be doing something else and think I will do the event later, after that time, the event notification automatically disappears from the phone, even though I have not swiped it out. This sometimes makes me forget that I should do the event. Is there a way to make the event notification NOT go away even after the time of the event, until I manually swipe it out?