I don't think my false alarms are related to whether the calendar is running at the time - I normally leave it running (I don't think I get alarms if I shut it down).

Probably unrelated (since a lot of people mention crashes): I get a fair few, but usually during initialisation or very soon after it's started - if it runs for more than 10 seconds, it usually stays running for a few days.