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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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Adult and Continuing Education Topics
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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.

665 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.
665 works in the cohort · of 4,299,418page 4 of 14

Labels cover 2 of 665 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 665 of 665 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Transformative Learning in the Workplace
Patricia Cranton, Ellen Carusetta
2012· book-chapter· en· IGI Global eBooks· Social Sciences
distilled prediction:candidate · noneconsensus · none
12
citations
venueno affunlabeled
Mapping Theories of Transformative Learning
Daniel Casebeer, Jessica Mann
2017· article· en· Cartographica The International Journal for Geographic Information and Geovisualization· Social Sciences
distilled prediction:candidate · stsconsensus · none
12
citations
affunlabeled
Do the write thing
Adrienne L. Burk
2006· article· en· New Directions for Adult and Continuing Education· Social Sciences
distilled prediction:candidate · noneconsensus · none
12
citations
affunlabeled
Transformative Inquiry While Learning∼Teaching
Michele Tanaka, Maureen Farish, Diana Nicholson, Vanessa V. Tse, Jenn Doll, Elizabeth Archer
2014· article· en· Journal of Transformative Education· Social Sciences
distilled prediction:candidate · noneconsensus · none
11
citations
venueno affunlabeled
Developmental Learning Communities
Mary Beth Rosson, John M. Carroll
2006· article· en· The Journal of Community Informatics· Social Sciences
distilled prediction:candidate · stsconsensus · none
11
citations
afffundunlabeled
Humanities Professors on the Margins
Janet Groen, Tara Hyland‐Russell
2010· article· en· Journal of Transformative Education· Social Sciences
distilled prediction:candidate · noneconsensus · none
9
citations
venueaboutno affunlabeled
The Nature of the Space: Walls to Bridges as Transformative Learning
Anna Sferrazza
2018· article· en· Engaged Scholar Journal Community-Engaged Research Teaching and Learning· Social Sciences
distilled prediction:candidate · metaresearch+sts+scholarly_communication+research_integrityconsensus · metaresearch
8
citations
affno abstractunlabeled
A Transformational Journey for Tourism Pedagogy
Marion Joppe, Statia Elliot
2015· article· en· Journal of Teaching in Travel & Tourism· Social Sciences
distilled prediction:candidate · noneconsensus · none
8
citations

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