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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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Geography Education and Pedagogy
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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.

362 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.
362 works in the cohort · of 4,299,418page 6 of 8

Labels cover 3 of 362 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 362 of 362 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
Openingsspeech
2015· other· nl· TU/e Research Portal (Eindhoven University of Technology)· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+research_integrity+insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
STUDENT SUCCESS IN GEOSCIENCE: A SAGE 2YC PERSPECTIVE
R. Heather Macdonald, Eric Baer, Debra D. Bragg, Pamela L. Eddy, Norlene R. Emerson, Yi Hao +4 more
2017· article· en· Abstracts with programs - Geological Society of America· Social Sciences
distilled prediction:candidate · stsconsensus · none
0
citations
affno abstractunlabeled
Teaching perspectives
Yasmine Sedeek
2025· article· en· Journal of Second Language Pronunciation· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
fundno affunlabeled
Shifting Attitudes
Susan Nesbit, Alex Mayer
2010· article· en· Transformative Dialogues Teaching and Learning Journal· Social Sciences
distilled prediction:candidate · sts+research_integrityconsensus · none
0
citations
aboutno affunlabeled
British Columbia in a Global Context (Open Textbook)
2019· article· en· OSF Preprints (OSF Preprints)· Social Sciences
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Applied Geography Education in Focus
Nairne Cameron, Edwin Butterworth, Dawna L. Cerney, William J. Gribb, Kingsley E. Haynes, Bill Hodge +2 more
2012· article· en· International Journal of Applied Geospatial Research· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Learning on Location
Ashley J. Holmes
2023· book· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Epistemology
Heather Mair, Pooneh Torabian
2024· book-chapter· en· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affno abstractunlabeled
Researching in a Particle-Laden Neighborhood
Chantal Pouliot
2025· book-chapter· en· Contemporary trends and issues in science education· Social Sciences
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Educational Geotrekking
Tim Pelton, Leslee Francis Pelton
2011· book-chapter· en· IGI Global eBooks· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
venueno affno abstractunlabeled
Changes in critical thinking during level II fieldwork
Anne Birge James, E. Stevens-Nafai
2009· article· en· Sound Ideas (University of Puget Sound)· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations

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