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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
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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.

1,013 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.
1,013 works in the cohort · of 4,299,418page 3 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

affvenueunlabeled
Emotions, Play and Graduate Student Writing
Cecile Badenhorst
2018· article· en· Discourse and Writing/Rédactologie· Social Sciences
distilled prediction:candidate · stsconsensus · none
17
citations
affvenueunlabeled
Partnership in Practice: Implementing Healey’s Conceptual Model
Arshad Ahmad, Aadil Ali, John VanMaaren, Janette Barrington, Olivia A. Merritt, Kyle Ansilio
2017· article· en· International Journal for Students as Partners· Social Sciences
distilled prediction:candidate · sts+scholarly_communicationconsensus · none
17
citations
affunlabeled
Re-positioning SoTL toward the T-shaped Community
Michelle J. Eady, Earle Abrahamson, Corinne A. Green, Mayi Arcellana‐Panlilio, Lisa J. Hatfield, Nina Namaste
2021· article· en· Teaching & Learning Inquiry The ISSOTL Journal· Social Sciences
distilled prediction:candidate · sts+scholarly_communication+research_integrity+insufficient_payloadconsensus · none
15
citations
affvenueaboutunlabeled
New Faculty Experience in Times of Change
Michelle Yeo, Deb Bennett, Jane Stoneman McNichol, Cari Merkley
2015· article· en· Canadian Journal of Higher Education· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
15
citations
aboutno affunlabeled
Contesting Higher Education
Donatella della Porta, Lorenzo Cini, César Guzmán‐Concha
2020· book· en· Policy Press eBooks· Social Sciences
distilled prediction:candidate · noneconsensus · none
15
citations
afffundunlabeled
Student Leadership and Student Government
Justin Patrick
2022· article· en· Research in Educational Administration & Leadership· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
15
citations
venueno affunlabeled
Partnership through co-creation: Lessons learnt at the University of Adelaide
Catherine Snelling, B. R. Loveys, Sophie Karanicolas, Nathan James Schofield, William Carlson‐Jones, Joanne Weissgerber +2 more
2019· article· en· International Journal for Students as Partners· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
14
citations
affunlabeled
Beyond Novelty
Frédéric Fovet
2020· book-chapter· en· Advances in higher education and professional development book series· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
14
citations
venueno affunlabeled
Diversifying students-as-partners participants and practices
Alison Cook‐Sather, Sarah Slates, Anita Acai, Jessica Baxter, Rachel Bond, Tom Lowe +36 more
2021· article· en· International Journal for Students as Partners· Social Sciences
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
14
citations

How this was built: Screen · Findings · About