It’s not likely but it could definitely happen.

> A supernova peaks over the course of days

People do long exposures over hours and sometimes multiple days.

An algorithm assuming a static image could discard a relatively slow increase in brightness that shows up on say 10% of your samples.

So again not likely, but definitely something someone would prefer shows up despite being inconsistent.