Evidence and limits
Finding: A classifier and rejector can be learned jointly from expert decisions so the system predicts or defers where each is expected to be stronger.
Impact: Watch learned deferral regions. Reject past expert labels as permanent routing authority.
Boundary: Structured labeled tasks do not capture accountability, drift, or private side information. Next: how quickly must deferral evidence expire after expert or distribution change?
Flags: structured labels; historical expert behavior
Record State: Catalog review recorded; not a performance endorsement
What was reviewed: Structure and relevance screened; not a full evaluation