So I was chatting with our Tulip solution engineers about this - once the active state is passed the record is immutable in the machine activity table, and because of this, some customer choose to use a Tulip Table as opposed to the machine activity table so they can make edits after the fact.
That being said, you can specifically edit the “downtime reason” within the machine timeline widget. It’s a somewhat hidden functionality (see below).