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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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Teacher Education and Leadership Studies
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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.

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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.

2,278 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.
2,278 works in the cohort · of 4,299,418page 34 of 46

Labels cover 9 of 2,278 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 2,278 of 2,278 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.

affno abstractunlabeled
Teacher Leaders: Cautions and Questions
Charles F. Webber
2023· book-chapter· en· Studies in educational leadership· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Mentoring and New Teacher Efficacy
Anne Popovich
2025· book-chapter· en· Springer texts in education· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
The Heart of Teaching
Margaret Paxton
2011· book-chapter· en· SensePublishers eBooks· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Cultural Leadership: A Team Effort
2025· article· en· The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
What works in inclusion?
2012· book· en· Discovery Research Portal (University of Dundee)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
affunlabeled
The Cycle of Enactment and Investigation
Limin Jao, Gurpreet Sahmbi, Maria-Josée Bran Lopez
2020· article· en· International Journal of Teacher Education and Professional Development· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Building Capacity for Deep Learning
2022· article· en· Scholarship@Western (Western University)· Social Sciences
machine prediction:candidate · noneconsensus · none
0
citations
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