The core idea
A classification label does not automatically justify an action. A rule that sends a candidate to review is different from a rule that publishes it to an audience. Identify the consequences of each decision and reserve uncertain or sensitive cases for appropriate human review.
A workable starting pattern
Write the decision rule in ordinary language before implementing it. Name the inputs, missing-data behavior, escalation path, and responsible owner. Test examples near the boundary and record why a decision was accepted or overridden. Avoid numerical thresholds that have no demonstrated meaning in the task.
An item with an unverified summary can enter an editorial queue rather than a public digest. A reviewer’s approval changes its publishing state; a model’s confidence value alone does not.
What this page does—and does not—offer
These are low-stakes editorial workflow patterns, not a decision service for employment, credit, healthcare, or market outcomes.
