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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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Education, sociology, and vocational training
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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.

7,574 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.
7,574 works in the cohort · of 4,299,418page 2 of 152

Labels cover 38 of 7,574 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 7,574 of 7,574 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.

venueno affunlabeled
Comment se mobilise-t-on ?
Daniel Céfaï
2010· article· fr· Sociologie et sociétés· Social Sciences
machine prediction:candidate · noneconsensus · none
49
citations
venueno affunlabeled
La construction des compétences pour enseigner
Thierry Piot
2008· article· fr· McGill Journal of Education / Revue des sciences de l éducation de McGill· Social Sciences
machine prediction:candidate · noneconsensus · none
44
citations
affunlabeled
« Transitions professionnelles »
André Balleux, Thérèse Perez‐Roux
2013· article· fr· Recherche & formation· Social Sciences
machine prediction:candidate · noneconsensus · none
44
citations
venueno affgemma · no categorygpt · metaresearchmodels split
Parcours de recherche-action-formation
Bernadette Charlier
2006· article· fr· Revue des sciences de l éducation· Social Sciences
machine prediction:candidate · noneconsensus · none
40
citations
affunlabeled
Prétendre représenter
Virginie Dutoya, Samuel Hayat
2016· article· fr· Revue française de science politique· Social Sciences
machine prediction:candidate · noneconsensus · none
37
citations
aboutno affunlabeled
Le comportement électoral des Québécois
Éric Bélanger, Richard Nadeau
2009· book· fr· Presses de l’Université de Montréal eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
37
citations
affno abstractunlabeled
La résilience des disciplines
Johan Heilbron, Yves Gingras
2016· article· fr· Actes de la recherche en sciences sociales· Social Sciences
machine prediction:candidate · stsconsensus · none
37
citations
affno abstractunlabeled
Théories de la motivation et pratiques sportives
Robert J. Vallerand, Frédérick M. E. Grouzet
2016· book-chapter· fr· Presses Universitaires de France eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
37
citations
affunlabeled
Silence, assent and HIV risk
Barry D. Adam, Winston Husbands, James Murray, John C. Maxwell
2008· article· en· Culture Health & Sexuality· Social Sciences
machine prediction:candidate · noneconsensus · none
36
citations
affvenueaboutunlabeled
Concept de réflexion : un regard critique
Enrique Correa Molina, Simon Collin, Philippe Chaubet, Colette Gervais
2011· article· fr· Éducation et francophonie· Social Sciences
machine prediction:candidate · noneconsensus · none
36
citations
venueno affunlabeled
Pour une sociologie de l’individu
Jean-Claude Kaufmann
2015· article· fr· International Review of Community Development· Social Sciences
machine prediction:candidate · noneconsensus · none
36
citations
venueno affunlabeled
Le tutorat ou « le temps suspendu »
Emmanuelle Annoot
2005· article· fr· Revue des sciences de l éducation· Social Sciences
machine prediction:candidate · noneconsensus · none
35
citations
affvenueno abstractunlabeled
Le citoyen, le crime et l’État
Philippe Robert
2001· article· fr· Sociologie et sociétés· Social Sciences
machine prediction:candidate · noneconsensus · none
33
citations
venueno affunlabeled
Le nouveau mandat policier
Fabien Jobard
2006· article· fr· Criminologie· Social Sciences
machine prediction:candidate · noneconsensus · none
33
citations

How this was built: Screen · Findings · About