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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 and Employability
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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.

655 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.
655 works in the cohort · of 4,299,418page 8 of 14

Labels cover 2 of 655 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 655 of 655 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affaboutunlabeled
Work-Integrated Learning
Ross H. Humby, Rob Eirich, Julie Gathercole, Dave Gaudet
2021· book-chapter· en· Advances in educational marketing, administration, and leadership book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affunlabeled
Empowering Students, Fostering Innovation
Esra Kiliçarslan Toplu, Can Toplu
2024· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affno abstractunlabeled
Success in Higher Education and the Labor Market
John Witte, Joost de Jonge, Wouter Schoonman
2014· article· en· SSRN Electronic Journal· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Index
2017· paratext· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
aboutno affunlabeled
Empowering Students’ Employability Through Effective Resume Writing
Nur Yasmin Khairani Zakaria, Harwati Hashim, Melor Md Yunus, Hanim Aqilah Mohd Sanusi, Nur Ariizah Che Sahak, Nur Najwa Farhana Ghazali +3 more
2023· article· en· International Journal of Academic Research in Business and Social Sciences· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Improving Experiential Learning in the Online Environment
Nidia Cerna, Dan Piedra, Heather Pollex, Nathalie Vallée
2020· book-chapter· en· Advances in educational technologies and instructional design book series· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Data Analytics to Improve Co-Operative Education.
Shivangi Chopra, Yuheng Helen Jiang, Andrew Toulis, Lukasz Golab
2018· article· en· EDBT/ICDT Workshops· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
venueno affunlabeled
BETS – Innovating on Co-op to Enhance Engineering Education
Wayne J. Parker, Jennifer McLellan, Jeremy Steffler, Rocco Fondacaro
2013· article· en· Proceedings of the Canadian Engineering Education Association (CEEA)· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About