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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 Challenges and Innovations
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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.

121 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.
121 works in the cohort · of 4,299,418page 1 of 3

Labels cover 0 of 121 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 121 of 121 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
Holistic Education: An Approach for 21 Century
Sirous Mahmoudi, Ebrahim Jafari, H A Bakhtiari Nasrabadi, Mohmmd Javad Liaghatdar
2012· article· en· International Education Studies· Computer Science
machine prediction:candidate · noneconsensus · none
177
citations
aboutno affunlabeled
Islamophobia and Education
Rahat Zaidi
2019· reference-entry· en· Oxford Research Encyclopedia of Education· Computer Science
machine prediction:candidate · noneconsensus · none
5
citations
affvenueunlabeled
Where Are We? The State of Education
Sharon Rich
2010· article· en· LEARNing Landscapes· Computer Science
machine prediction:candidate · noneconsensus · none
2
citations
venueno affunlabeled
Pedagogical Recognition
Raquel Ayala-Carabajo
2010· article· en· Phenomenology & Practice· Computer Science
machine prediction:candidate · noneconsensus · none
2
citations
venueno affunlabeled
Curriculum Dynamics: Recreating Heart
Pearl E. Gregor
2006· article· en· Complicity An International Journal of Complexity and Education· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
School Librarian's Role Redefined
Rashmi Kumbar
2021· article· en· IASL Annual Conference Proceedings· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Personality traits and learner success
Hossein Nassaji
2018· article· en· Language Teaching Research· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations
venueno affno abstractunlabeled
A Doorway Out of Darkness: Education to Heal
Men Who Are Incarcerated
2016· article· en· Journal of Prisoners on Prisons· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About