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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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Educational Leadership and Innovation
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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.

179 results · 1 filter active ·
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20012025
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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.
179 works in the cohort · of 4,299,418page 1 of 4

Labels cover 3 of 179 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 179 of 179 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Creating technology‐enabled lifelong learning: A heutagogical approach
Jennifer Lock, Sawsen Lakhal, Martha Cleveland‐Innes, Paula Arancibia, Debra Dell, Noeleen De Silva
2021· article· en· British Journal of Educational Technology· Social Sciences
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
66
citations
affunlabeled
Andragogy: Past and Present Potential
Ralf St. Clair
2024· article· en· New Directions for Adult and Continuing Education· Social Sciences
distilled prediction:candidate · noneconsensus · none
16
citations
aboutno affunlabeled
Global Competition for Brains and Talent
Manolo Abella
2015· article· en· Journal of international affairs· Social Sciences
distilled prediction:candidate · noneconsensus · none
6
citations
affno abstractunlabeled
Scaling the Digital Leadership Divide
Rick Mrazek, Maurice Hollingsworth, Marlo Steed
2005· article· en· Society for Information Technology & Teacher Education International Conference· Social Sciences
distilled prediction:candidate · noneconsensus · none
3
citations
affvenueunlabeled
Let’s Get Digital
Lynn Nagle
2019· editorial· en· Nursing leadership· Social Sciences
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
3
citations
affno abstractunlabeled
Leadership Main Styles in the Context of Digital Transformation
Maytê Pietrobelli de Souza, Joseane Pontes, Elaine Mosconi, Fernanda Tavares Treinta
2024· book-chapter· en· Springer proceedings in business and economics· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
fundno affunlabeled
Digital agency to empower equity in education : Summary Report
Miri Shonfeld, Don Passey, Lon Appleby, Miriam Judge, Toshinori Saito, Anneke Smits +1 more
2017· article· en· Lancaster EPrints (Lancaster University)· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
AGILE TEACHING STRATEGY FOR ONLINE CLASSROOMS
Sacha Noukhovitch
2024· article· en· International journal on innovations in online education· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About