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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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Multilingual Education and Policy
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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.

3,008 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.
3,008 works in the cohort · of 4,299,418page 9 of 61

Labels cover 12 of 3,008 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 3,008 of 3,008 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affaboutunlabeled
When the Survival of a Language is at Stake
Winnifred R. Louis, Donald M. Taylor
2001· article· en· Journal of Language and Social Psychology· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
21
citations
fundvenueaboutno affunlabeled
Citizenship Concepts in LINC Classrooms
Tracey M. Derwing, Ronald I. Thomson
2005· article· en· TESL Canada Journal· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
21
citations
venueno affunlabeled
Factors of Code-Switching among Bilingual International Students in Malaysia
Paramasivam Muthusamy, Rajantheran Muniandy, Silllalee S. Kandasamy, Omrah Hassan Hussin, Manimaran Subramaniam, Atieh Farashaiyan
2020· article· en· International Journal of Higher Education· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
20
citations
affunlabeled
Intercultural Communication and Identity
Ron Darvin, Tongle Sun
2024· book· en· Cambridge University Press eBooks· Social Sciences
distilled prediction:candidate · noneconsensus · none
20
citations
venueaboutno affunlabeled
Foreword
Stacy Churchill, Monika Jezak, Sylvie A. Lamoureux
2011· article· en· OLBI Journal· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
19
citations
affunlabeled
Identity
Ron Darvin, Bonny Norton
2019· book-chapter· en· Cambridge University Press eBooks· Social Sciences
distilled prediction:candidate · noneconsensus · none
18
citations

How this was built: Screen · Findings · About