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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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Higher Education Governance and Development
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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.

1,875 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.
1,875 works in the cohort · of 4,299,418page 3 of 38

Labels cover 7 of 1,875 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 1,875 of 1,875 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.

affunlabeled
International Education Hubs
Jane Knight
2018· book-chapter· en· Knowledge and space· Social Sciences
machine prediction:candidate · noneconsensus · none
46
citations
affunlabeled
Academic Governance of Universities
Patricia Bradshaw, Christopher Fredette
2008· article· en· Journal of Management Inquiry· Social Sciences
machine prediction:candidate · noneconsensus · none
45
citations
aboutno affunlabeled
Universities in Crisis
Susan Christopherson, M S Gertler, Mia Gray
2014· article· en· Cambridge Journal of Regions Economy and Society· Social Sciences
machine prediction:candidate · noneconsensus · none
42
citations
affunlabeled
Open Access, Megajournals, and MOOCs
Richard Wellen
2013· article· en· SAGE Open· Social Sciences
machine prediction:candidate · scholarly_communication+open_scienceconsensus · none
38
citations
aboutno affunlabeled
Higher Education in a Global Society
David Johnstone, M. D'Ambrosio, Paul J. Yakoboski
2010· book· en· Edward Elgar Publishing eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
36
citations
affno abstractunlabeled
The Internationalization of Research
Michele Rostan, Flavio Antonio Ceravolo, Amy Scott Metcalfe
2013· book-chapter· en· Social Sciences
machine prediction:candidate · metaresearchconsensus · none
35
citations
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How this was built: Screen · Findings · About