Cohort builder

4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

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The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Emerging Library & Information Perspectives

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Retraction

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Label agreement

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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

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aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

61 results · 1 filter active ·

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20182025

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Machine labels · sparse coverage

Evidence

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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.

61 works in the cohort · of 4,299,418page 2 of 2

Labels cover 2 of 61 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 61 of 61 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

venueno affunlabeled

ELIP 2020

Sara Clarke

2020· article· en· Emerging Library & Information Perspectives

machine prediction:candidate · insufficient_payloadconsensus · none

citations

affvenueunlabeled

Transgender Representation

Kalin Hubert

2020· article· en· Emerging Library & Information Perspectives· Psychology

machine prediction:candidate · noneconsensus · none

citations