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Closing the gap · Documentation

The citability signature

The learned set of features that separate cited from not-cited sources for the same query — the features CitedOS extracts, the same-query control, and the confounder caveat.

The citability signature is the learned set of signals that distinguish cited from not-cited sources for a given query type. It's what powers the source-gap report.

What the signature weighs

For every scraped source page and passage, CitedOS scores a range of signals derived from how the engines tend to rank and select — grouped into a few families:

  • On-page extractability & structure — how cleanly an answer can be lifted from the page: semantic structure, concise answer passages, and machine-readable markup.
  • Specificity & freshness — how fact-dense, specific, and recently-dated the content is.
  • Query–answer match — how well the passage actually answers the (sub-)query it was retrieved for, scored semantically.
  • Off-site authority signals — the source type and reputation signals that decide whether a page is even in the retrieval pool.

Cited vs not-cited, same query

The signature isn't "what do cited pages look like" in the abstract. CitedOS compares cited against not-cited sources that appeared for the same query — sources fighting over the same retrieval pool. Controlling for the query is what isolates the features that actually move the citation decision.

The output is a signature summary for your category — what the cited sources have in common — that feeds directly into the gap report and playbook.

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