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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.

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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Library Science and Administration
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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.

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

1,790 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
1,790 works in the cohort · of 4,299,418page 30 of 36

Labels cover 49 of 1,790 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 1,790 of 1,790 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.

affaboutunlabeled
After Microlog
2019· article· en· Spectrum Research Repository (Concordia University)· Social Sciences
machine prediction:candidate · scholarly_communicationconsensus · none
0
citations
aboutno affgemma · no categorygpt · no categorymodels agree
Creating a Vision for the Dorothy H. Hoover Library
Steven Foote
2008· other· en· OCAD University Open Research Repository (OCAD University)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Books for All Tastes and Wallets
Svetlana Kochkina
2023· book-chapter· en· New directions in book history· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Index
2023· paratext· en· Advances in librarianship· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Update of Library and Archives Canada services
2020· article· en· Érudit documents and data repository (Érudit Consortium, University of Montreal)· Social Sciences
machine prediction:candidate · scholarly_communicationconsensus · none
0
citations
aboutno affunlabeled
You and your library & open access
2011· other· en· The Atrium (University of Guelph)· Social Sciences
machine prediction:candidate · scholarly_communication+open_science+insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
News from Library and Archives Canada
2020· article· en· Érudit documents and data repository (Érudit Consortium, University of Montreal)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Collection Update No. 18
2021· other· en· The Atrium (University of Guelph)· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Library Trends 13 (3) 1965: Regional Public Library Systems
2008· article· en· Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
[Attendees leaving Bridwell Library]
2015· other· en· University of North Texas Digital Library (University of North Texas)· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
aboutno affunlabeled
Introducing: A Death in Cryptoland
2021· other· en· Bulletin of Miscellaneous Information (Royal Gardens Kew)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
VILSC 2022 Opening and Keynote
2022· other· en· UVic’s Research and Learning Repository (University of Victoria)· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations

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