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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.

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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
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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.

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 1 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. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affunlabeled
The Commodification of Language
Monica Heller
2010· article· en· Annual Review of Anthropology· Social Sciences
machine prediction:candidate · noneconsensus · none
956
citations
affunlabeled
Bilingualism as Ideology and Practice
Monica Heller
2007· book-chapter· en· Palgrave Macmillan UK eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
533
citations
affunlabeled
Critical Evidence
Kenji Hakuta, Ellen Bialystok, Edward W. Wiley
2003· article· en· Psychological Science· Social Sciences
machine prediction:candidate · noneconsensus · none
478
citations
affaboutunlabeled
THE LANGUAGE CONTACT PROFILE
Barbara F. Freed, Dan P. Dewey, Norman Segalowitz, Randall Halter
2004· article· en· Studies in Second Language Acquisition· Social Sciences
machine prediction:candidate · noneconsensus · none
303
citations
affaboutunlabeled
Myths and facts about loanword development
Shana Poplack, Nathalie Dion
2012· article· en· Language Variation and Change· Social Sciences
machine prediction:candidate · noneconsensus · none
295
citations
afffundaboutunlabeled
Linguistic commodification in tourism
Monica Heller, Joan Pujolar, Alexandre Duchêne
2014· article· en· Journal of Sociolinguistics· Social Sciences
machine prediction:candidate · noneconsensus · none
212
citations
affunlabeled
Autobiographical Time
Jens Brockmeier
2000· article· en· Narrative Inquiry· Social Sciences
machine prediction:candidate · noneconsensus · none
211
citations
aboutno affunlabeled
Perspectives
Heidi Byrnes
2005· article· en· Modern Language Journal· Social Sciences
machine prediction:candidate · noneconsensus · none
206
citations
affunlabeled
Animacy, objects and clitics in Sesotho
Malillo Morolong, Larry M. Hyman
2010· article· en· Studies in African Linguistics· Social Sciences
machine prediction:candidate · noneconsensus · none
175
citations
affunlabeled
Race and language teaching
Kerry Soo Von Esch, Suhanthie Motha, Ryūko Kubota
2020· article· en· Language Teaching· Social Sciences
machine prediction:candidate · noneconsensus · none
174
citations
aboutno affunlabeled
Critical moments in a TESOL praxicum
Alastair Pennycook
2004· book-chapter· en· Cambridge University Press eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
163
citations
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