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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.

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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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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
fundfunder
venuejournal
aboutaboutness

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 11 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.

venueno affunlabeled
The Shifting sands of School Libraries
Ross J. Todd
2021· article· en· IASL Annual Conference Proceedings· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affvenueaboutunlabeled
Mapping the Canadian library and information science research landscape
Cora-Lynn Munroe-Lynds, Marc‐André Simard, Vinson Li, Emily McClean, Philippe Mongeon
2021· article· en· Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI· Social Sciences
machine prediction:candidate · bibliometricsconsensus · none
1
citations
affvenueaboutunlabeled
Libraries On the Hill:
Merran Carr-Wiggin, Céline Gareau-Brennan, Hélène Carrier, Michael B McNally
2025· article· en· Partnership The Canadian Journal of Library and Information Practice and Research· Social Sciences
machine prediction:candidate · scholarly_communicationconsensus · none
1
citations
affvenueaboutunlabeled
“To Teach Empathy and Fight Racism”
Laila El Mugammar
2022· article· en· Emerging Library & Information Perspectives· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Diversity and inclusion in libraries
Marcia Salmon
2021· article· en· The International Journal of Information Diversity & Inclusion (IJIDI)· Social Sciences
machine prediction:candidate · scholarly_communicationconsensus · none
1
citations
fundaboutno affunlabeled
Labor on campus: Academic Library service to labor groups
Deborah Joseph Schmidle
2002· article· en· Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign)· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affvenueunlabeled
A Reflection on Precarity
Maureen Babb
2022· article· en· Partnership The Canadian Journal of Library and Information Practice and Research· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Play where you are
Mita Williams
2022· article· en· The Journal of Play in Adulthood· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affvenuegemma · no categorygpt · no categorymodels split
Honouring a love of books and reading in library and information science
Paulette Rothbauer, Marni R. Harrington
2022· article· en· Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI· Social Sciences
machine prediction:candidate · scholarly_communicationconsensus · none
1
citations
aboutno affunlabeled
ARL Statistics 2023
Anam Mian, Holly Gross
2024· book· en· ARL statistics· Social Sciences
machine prediction:candidate · bibliometricsconsensus · none
1
citations
aboutno affunlabeled
Education as a New Goal for National Libraries
Juan José Fuentes-Romero
2006· article· en· Alexandria The Journal of National and International Library and Information Issues· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affvenueaboutunlabeled
The Economics of Identity
Tina Tianyi Liu
2024· article· en· Canadian Journal of Academic Librarianship· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affvenueaboutunlabeled
“We Learned As We Went Like Everyone Else”:
Janet Goosney
2024· article· en· Partnership The Canadian Journal of Library and Information Practice and Research· Social Sciences
machine prediction:candidate · scholarly_communicationconsensus · none
1
citations
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