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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
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venuejournal
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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.

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 2 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. 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
Adult Participation in Self-Directed Learning Programs
Muhammad Madi Bin Abdullah, Sebastian Koren, Balakrishnan Muniapan, Balakrishnan Parasuraman, Balan Rathakrishnan
2008· article· en· International Education Studies· Social Sciences
machine prediction:candidate · noneconsensus · none
47
citations
aboutno affunlabeled
Transformative Learning
Patricia Cranton
2013· book-chapter· en· SensePublishers eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
44
citations
affno abstractunlabeled
The Palgrave Handbook of Learning for Transformation
Aliki Nicolaides, Saskia Eschenbacher, Petra Buergelt, Yabome Gilpin‐Jackson, Marguerite Welch, Mitsunori Misawa
2022· book· en· Social Sciences
machine prediction:candidate · noneconsensus · none
33
citations
affunlabeled
“Suahunu,” the Trialectic Space
George J. Sefa Dei
2012· article· en· Journal of Black Studies· Social Sciences
machine prediction:candidate · noneconsensus · none
31
citations
affunlabeled
Addressing Power in Conversation
Liza Lorenzetti, Anna Azulai, Christine A. Walsh
2016· article· en· Journal of Transformative Education· Social Sciences
machine prediction:candidate · noneconsensus · none
31
citations
affunlabeled
Global Perspectives on Adult Education
Ali A. Abdi, Dip Kapoor
2009· book· en· Palgrave Macmillan US eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
28
citations
affunlabeled
Undressing Transformative Learning
Lisa Quinn, A. John Sinclair
2016· article· en· Adult Education Quarterly· Social Sciences
machine prediction:candidate · noneconsensus · none
24
citations
affunlabeled
Learning from the Field
Ronnie Vernooy, Xiaoyun Li, Gubo Qi, Xiuli Xu, Min Lu
2008· book· en· Foundation Books· Social Sciences
machine prediction:candidate · noneconsensus · none
23
citations
affunlabeled
Public Pedagogy, Private Lives
Scott McLean
2013· article· en· Adult Education Quarterly· Social Sciences
machine prediction:candidate · noneconsensus · none
23
citations
affunlabeled
Seeking Wholeheartedness in Education
Nicky Duenkel, Judy Pratt, Julie Sullivan
2014· article· en· Journal of Transformative Education· Social Sciences
machine prediction:candidate · noneconsensus · none
22
citations

How this was built: Screen · Findings · About