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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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Higher Education Practises and Engagement
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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.

1,013 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.
1,013 works in the cohort · of 4,299,418page 15 of 21

Labels cover 14 of 1,013 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 1,013 of 1,013 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.

aboutno affunlabeled
Subject Index
2016· other· en· Innovations in higher education teaching and learning· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affvenueaboutunlabeled
Academic Advising in the Canadian Context
Linda Pardy
2015· article· en· Canadian Society for the Study of Higher Education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Required Payment: Extracting a Pound of Flesh
Carmen Shields, Nancy Fenton, Michelle K. McGinn, Michael E. Manley‐Casimir
2011· article· en· Open Collections· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Students in Crisis
J. M. J. McDill, Monique Frize
2006· article· en· Women in Engineering ProActive Network· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
Truth and Reconciliation through web design
Theresa Bell, Caitlin Keenan, Jonathan Faerber
2024· article· en· Discourse and Writing/Rédactologie· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
COVID and Canadian Post-Secondary Education
Ken Coates, Carin Holroyd
2020· article· en· oURspace (University of Regina)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affvenueunlabeled
Testing students-as-partners theory
Laura Lukes, Larissa Rocha
2025· article· en· International Journal for Students as Partners· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Sticking to Service
Shyam Sharma
2020· article· en· International Journal of Multidisciplinary Perspectives in Higher Education· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affvenueaboutunlabeled
Editorial Introduction
Kimberly Edmondson, Yina Liu, Darcy Courtland
2021· article· en· Alberta Academic Review· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
venueno affunlabeled
Reimagining resources
Christabel Hulls, Michael B. Smith, Lucas Pahl, Renee Curry, Hannah Gilchrist, Joan Li
2025· article· en· International Journal for Students as Partners· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affvenueaboutunlabeled
Self-Determination in Indigenous Online Education
Colin Madland, Jean‐Paul Restoule
2021· article· en· The Open/Technology in Education Society and Scholarship Association Conference· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About