No, reminders are a separate type of item that can go on your google calendar, different from an event, not related to upcoming event notifications. You can tell it's a reminder because it has a finger knot icon and keeps rolls over to the next day unless you click "done" on it.
My calendar events are not tasks. The reminders for them are not tasks either. So this is worrying for me.