What automation does
Scheduled systems collect public research metadata, detect source changes, normalize identifiers, flag possible duplicates, classify likely study designs, generate similarity indexes, and place candidates in an editorial queue.
What automation cannot do
An automated job cannot publish or materially revise medical interpretation, legal status, safety advice, a company allegation, or a news article. It cannot invent a reviewer, imply credentials, or promote an unverified claim.
How generated work is reviewed
An editor opens the original source, confirms identity and date, checks study design or legal scope, tests the framing against contradictory evidence, verifies links, and records the review. Draft assistance is disclosed when a reader would reasonably expect to know how the work was produced.
Errors and accountability
Source failures remain visible in operational results and never silently change public status. Readers can report a problem through the corrections process. The publisher remains responsible for published work regardless of which tool assisted it.