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Add a more specific word.","boost":"Too common to filter on (above df_ceiling); contributes to ordering only.","unmatched":"Does not occur anywhere in the index.","over_budget":"Dropped to stay inside the latency budget; the most selective words were kept."}},"note":"All supplied constraints were applied."},"screening":{"applied":["removed_at_creator_request","community_accounts"],"not_applied":["content_suitability","age_restricted_content","brand_safety","legal_eligibility_for_regulated_categories"],"note":"Koinon does NOT screen creators for content suitability, age-restricted material or brand safety, and holds no signal for it — no such field exists in the index, so no filter here can provide it. `exclude_anomalous` covers engagement anomalies ONLY; it is not a safety filter despite sitting next to these results. If your campaign is in a regulated category (gambling, alcohol, finance, pharmaceuticals, or anything age-gated) you must screen every candidate yourself before outreach: fetch the entity URL and read content.bio, content.topics and the evidence[] excerpts, which are the creator own words.","why_we_do_not_guess":"A keyword screen over creator text produces false accusations against real people — we measured one immediately, on a mainstream sports account whose audience description merely contained the word \"adult\". Publishing an unreviewed suitability verdict about a named person is a harm we will not trade for convenience."},"ranking":{"method":"Deterministic retrieval heuristic over structured signals. No language model is involved in ranking.","caveat":"retrieval_score orders candidates for retrieval; it is NOT a judgement of which creator is better for your campaign. Koinon has measured no reliable ranking advantage over conventional creator data and does not claim one. 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Provided as data rather than applied as the sort order: the stream is paged on the ordering key, so re-sorting pages independently would make page boundaries meaningless.","order_note":"Candidates were pooled by text relevance (bm25 over weighted fields), then ordered by retrieval_score. topic_match is the share of query term weight (idf) actually found in this creator text, verified term by term — not a flag.","field_weights_are_taste":{"name":1,"topics":1,"bio":0.6,"excerpts":0.4,"cjk":0.5},"signals_implied_by_your_filters":[],"signals_implied_note":"A signal whose hard filter you supplied is returned as null, not as a constant 1. Every returned creator satisfies that filter by construction, so the value would carry no information about this creator — it would only restate your own query. Its weight is therefore not counted in retrieval_score either. This does NOT change the ordering: a constant adds the same amount to every row.","signal_notes":{"quality_ok":"0 means the profile is currently held for manual review. It is not a quality score, and it carries no weight in retrieval_score. Returned as null when you passed exclude_anomalous, since then every result is 1 by construction.","topic_match":"Fraction of query-term weight found in this creator text. At the and_all rung it clusters near 1.0 by construction (every row contains every required word) — the discrimination is in the ordering and in topic_evidence, not in this scalar."}},"pagination":{"style":"keyset","has_more":true,"next_cursor":"kc1.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.-LrQ7E","next":"https://koinonlink.com/v1/creator-search?topic=ai&category_source=content&limit=20&cursor=kc1.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.-LrQ7E","returned_so_far":20,"matched_at_least":1000,"matched_is_capped":true,"contract":"Keyset. 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