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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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University Challenges and Reforms
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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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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.

144 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.
144 works in the cohort · of 4,299,418page 1 of 3

Labels cover 1 of 144 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 144 of 144 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.

venueaboutno affunlabeled
Neoliberalism's War on Higher Education
Howard A. Doughty
2014· article· en· ˜The œinnovation journal· Social Sciences
machine prediction:candidate · stsconsensus · none
770
citations
affunlabeled
Democracy’s Nemesis
Henry A. Giroux
2009· article· en· Culture Studies &#x2194 Critical Methodologies· Social Sciences
machine prediction:candidate · noneconsensus · none
95
citations
aboutno affunlabeled
Ivory Tower Blues
James E. Côté, Antón L. Allahar
2007· book· en· University of Toronto Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
84
citations
affunlabeled
1002105.pdf
Arne Jarrick, Poul Holm, Dominic Scott
2015· book· de· Directory of Open access Books (OAPEN Foundation)· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
50
citations
affunlabeled
Left Populism and Platform Capitalism
Nick Dyer‐Witheford
2020· article· en· tripleC Communication Capitalism & Critique Open Access Journal for a Global Sustainable Information Society· Social Sciences
machine prediction:candidate · noneconsensus · none
25
citations
fundno affunlabeled
Value and the Humanities
Zoe Hope Bulaitis
2020· book· en· Social Sciences
machine prediction:candidate · noneconsensus · none
24
citations
fundno affunlabeled
Manifesto for the Humanities
Sidonie Smith
2015· book· en· University of Michigan Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
14
citations
afffundno abstractunlabeled
Why nursing does not exist
Clinton E. Betts
2006· editorial· en· Nurse Education in Practice· Social Sciences
machine prediction:candidate · noneconsensus · none
8
citations
venueno affunlabeled
The Labour of Austerity
Nora Almeida
2020· article· en· Canadian Journal of Academic Librarianship· Social Sciences
machine prediction:candidate · noneconsensus · none
8
citations
venueno affunlabeled
The Hidden Labour of Reading Pleasure
Nicole Shukin
2007· article· en· English studies in Canada· Social Sciences
machine prediction:candidate · noneconsensus · none
6
citations
venueno affunlabeled
Critiquing and Transcending STEM
Matthew Weinstein
2016· article· en· Journal for Activist Science and Technology Education· Social Sciences
machine prediction:candidate · stsconsensus · none
5
citations
aboutno affunlabeled
The Tower under Siege
Brian Lewis, Christine Massey, Richard Smith
2001· book· en· McGill-Queen's University Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
5
citations
affvenueaboutunlabeled
No Justice, Only Struggle
Lydia Zvyagintseva, Tim Ribaric
2023· article· en· Canadian Journal of Academic Librarianship· Social Sciences
machine prediction:candidate · noneconsensus · none
3
citations
aboutno affunlabeled
Media Pranks: A Three-Act Essay
Kembrew McLeod
2011· article· en· Iowa Research Online (University of Iowa)· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affvenueunlabeled
Pros and Cons
David M. Beatty
2005· article· en· Relations industrielles· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
FCJ-228 University, Universitas
Erin Manning
2019· article· pl· The Fibreculture Journal· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
2
citations
venueno affunlabeled
Beyond the Knowledge Factory?
Ian Angus
2012· article· en· TOPIA Canadian Journal of Cultural Studies· Social Sciences
machine prediction:candidate · stsconsensus · none
2
citations
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