EDITORIAL REVIEW · Workflow idea

Treat writing signals as uncertain observations, never as proof of who wrote a passage.

For a team with an authorized purpose, prepare an editorial review note that records detected writing patterns and possible revision questions for a human editor. Authorship detectors are unreliable, can misclassify different dialects and writing styles, and cannot establish misconduct. Do not use a score for discipline, eligibility, or attribution; never rewrite work to conceal its origin or bypass disclosure rules; protect submitted text, preserve its author’s meaning and rights, and keep any conclusion with a qualified human reviewer. Explain personal-data use and retention, obtain required consent, respect source and reuse rights, verify important details, and keep external or consequential actions under human approval.