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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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Sustainability in Higher Education
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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.

555 results · 1 filter active ·
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20022025
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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.
555 works in the cohort · of 4,299,418page 1 of 12

Labels cover 1 of 555 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 555 of 555 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
“Sustainability” in higher education
A.E.J. Wals, Bob Jickling
2002· article· en· International Journal of Sustainability in Higher Education· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
548
citations
affaboutunlabeled
Achieving campus sustainability: top‐down, bottom‐up, or neither?
Marena Brinkhurst, Peter W. Rose, Gillian Maurice, Josef Daniel Ackerman
2011· article· en· International Journal of Sustainability in Higher Education· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
292
citations
affaboutunlabeled
The state of sustainability reporting at Canadian universities
Alberto Fonseca, Amanda MacDonald, Emily Dandy, Paul Bartholomew Valenti
2011· article· en· International Journal of Sustainability in Higher Education· Social Sciences
distilled prediction:candidate · noneconsensus · none
285
citations
affaboutunlabeled
Sustainability in higher education in Atlantic Canada
Almut Beringer, Tarah Wright, Leslie Malone
2008· article· en· International Journal of Sustainability in Higher Education· Social Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
118
citations
affaboutunlabeled
Campus sustainability governance in Canada
Philip Vaughter, Marcia McKenzie, Lauri Lidstone, Tarah Wright
2015· article· en· International Journal of Sustainability in Higher Education· Social Sciences
distilled prediction:candidate · metaresearchconsensus · none
78
citations
affunlabeled
Sustainability practices at higher education institutions in Asia
Walter Leal Filho, Maria Alzira Pimenta Dinis, Subarna Sivapalan, Halima Begum, Theam Foo Ng, Abul Quasem Al‐Amin +6 more
2021· article· en· International Journal of Sustainability in Higher Education· Social Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+insufficient_payloadconsensus · none
61
citations

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