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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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College & Research Libraries
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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
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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.

106 results · 1 filter active ·
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20002025
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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.
106 works in the cohort · of 4,299,418page 1 of 3

Labels cover 8 of 106 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 106 of 106 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Imagining a Gold Open Access Future: Attitudes, Behaviors, and Funding Scenarios among Authors of Academic Scholarship
Carol Tenopir, Elizabeth D. Dalton, Lisa Christian, Misty Jones, Mark J. McCabe, MacKenzie Smith +1 more
2017· article· en· College & Research Libraries· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+sts+scholarly_communication+open_science+research_integrityconsensus · metaresearch+bibliometrics+sts+scholarly_communication+open_science
84
citations
affunlabeled
Open Access Publishing: What Authors Want
Rajiv Nariani, Leila Fernandez
2012· article· en· College & Research Libraries· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+sts+scholarly_communication+open_science+insufficient_payloadconsensus · metaresearch+bibliometrics+scholarly_communication+open_science+insufficient_payload
57
citations
affunlabeled
Is It Such a Big Deal? On the Cost of Journal Use in the Digital Era
Fei Shu, Philippe Mongeon, Stefanie Haustein, Kyle Siler, Juan Pablo Alperín, Vincent Larivière
2018· article· en· College & Research Libraries· Business, Management and Accounting
distilled prediction:candidate · scholarly_communicationconsensus · none
57
citations
affunlabeled
Do Open Access Electronic Theses and Dissertations Diminish Publishing Opportunities in the Social Sciences and Humanities? Findings from a 2011 Survey of Academic Publishers
Marisa Ramírez, Joan Dalton, Gail McMillan, Max Read, Nancy H. Seamans
2013· article· en· College & Research Libraries· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+sts+scholarly_communication+open_science+insufficient_payloadconsensus · metaresearch+bibliometrics+sts+scholarly_communication
42
citations
aboutno affunlabeled
Patterns of Database Use in Academic Libraries
Carol Tenopir, Eleanor J. Read
2000· article· en· College & Research Libraries· Computer Science
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
38
citations
affaboutunlabeled
Buy, Borrow, or Steal? Film Access for Film Studies Students
Wendy Rodgers
2018· article· en· College & Research Libraries· Business, Management and Accounting
distilled prediction:candidate · sts+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
32
citations
afffundaboutunlabeled
Toward a New Venture: Building Partnerships with Faculty
Ada Ducas, Nicole Michaud-Oystryk
2004· article· en· College & Research Libraries· Social Sciences
distilled prediction:candidate · sts+scholarly_communicationconsensus · scholarly_communication
21
citations
affgemma · no categorygpt · no categorymodels split
Is Library Database Searching a Language Learning Activity?
Karen Bordonaro
2010· article· en· College & Research Libraries· Psychology
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · insufficient_payload
15
citations
afffundaboutunlabeled
Collection Development in the Era of Big Deals
Philippe Mongeon, Kyle Siler, Antoine Archambault, Cassidy R. Sugimoto, Vincent Larivière
2021· article· en· College & Research Libraries· Computer Science
distilled prediction:candidate · noneconsensus · none
13
citations

How this was built: Screen · Findings · About