This article looks at how to use a system's own uncertainty and evidence strength to triage documents, so reviewers spend their time on the weak and ambiguous cases, and how to design the review so accountability stays with a person.
Document Intelligence
Human-in-the-Loop Review for High-Stakes Documents
The goal of document AI is not to remove the reviewer, but to focus them. Done well, human-in-the-loop review concentrates human attention exactly where the model is least sure.