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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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Innovative Education and Learning Practices
Retraction
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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.

550 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.
550 works in the cohort · of 4,299,418page 2 of 11

Labels cover 1 of 550 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 550 of 550 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
Tasks, Ensembles, and Activity
Robert J. Bracewell, Stephen P. Witte
2003· article· en· Written Communication· Social Sciences
machine prediction:candidate · noneconsensus · none
43
citations
affaboutunlabeled
Growing Everyday Multiculturalism
Hongxia Shan, Pierre Walter
2014· article· en· Adult Education Quarterly· Social Sciences
machine prediction:candidate · noneconsensus · none
42
citations
aboutno affunlabeled
What is Practice in Teacher Education?
Matts Mattsson, Tor Vidar Eilertsen, Doreen Rorrison
2011· book-chapter· en· SensePublishers eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
40
citations
affunlabeled
Virtual Communities of Practice
Kathryn Hibbert
2007· book-chapter· en· Social Sciences
machine prediction:candidate · noneconsensus · none
40
citations
affunlabeled
Knitting as Metaphor for Work
Kaela Jubas, Jackie Seidel
2014· article· en· Journal of Contemporary Ethnography· Social Sciences
machine prediction:candidate · noneconsensus · none
39
citations
affunlabeled
Learning in and for collective action
Joe Curnow, A. Susan Jurow
2021· article· en· Journal of the Learning Sciences· Social Sciences
machine prediction:candidate · noneconsensus · none
37
citations
aboutno affunlabeled
Integrating CHAT and Action Research
Gordon Wells
2011· article· en· Mind Culture and Activity· Social Sciences
machine prediction:candidate · metaresearchconsensus · none
32
citations
venueno affunlabeled
Expertise of Early Childhood Educators
Iiris Happo, Kaarina Määttä
2011· article· en· International Education Studies· Social Sciences
machine prediction:candidate · noneconsensus · none
24
citations
affno abstractunlabeled
The Developmental Theory of Embodiment
Niva Piran, Tanya Luanne Teall
2013· book-chapter· en· Social Sciences
machine prediction:candidate · noneconsensus · none
24
citations
affno abstractunlabeled
Introduction to the Special Issue
William R. Penuel, Michael Cole, D. Kevin O’Neill
2016· article· en· Journal of the Learning Sciences· Social Sciences
machine prediction:candidate · noneconsensus · none
23
citations
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How this was built: Screen · Findings · About