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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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Online Learning and Analytics
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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.

1,694 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.
1,694 works in the cohort · of 4,299,418page 16 of 34

Labels cover 10 of 1,694 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 1,694 of 1,694 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Enseigner et apprendre à l'ère de l'intelligence artificielle
Margarida Roméro, Laurent Heiser, Alexandre Lepage, Anne Gagnebien, Audrey Bonjour, Aurélie Lagarrigue +26 more
2023· preprint· fr· HAL (Le Centre pour la Communication Scientifique Directe)· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
4
citations
affno abstractunlabeled
Big Data for Educational Service Management
Santosh Kumar Ray, Mohammed M. Alani, Amir Ahmad
2022· book-chapter· en· Studies in big data· Computer Science
distilled prediction:candidate · open_scienceconsensus · open_science
4
citations
aboutno affunlabeled
A Fresh Twist on Online Learning
Peter Gwynne
2013· article· en· Research-Technology Management· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
4
citations
affunlabeled
Ethical Codes and Learning Analytics
Stephen Downes
2020· article· en· EDEN Conference Proceedings· Computer Science
distilled prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Artificial Intelligence in Higher Education
Bruno Poëllhuber, Normand Roy, Alexandre Lepage
2024· book-chapter· en· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
4
citations
affunlabeled
AI in the Classroom: A Systematic Review of Barriers to Educator Acceptance
Ellaine Joy G. Eusebio, Philip Baldera, Aljay Marc C. Patiam, Emelyn Rico Villanueva, Norilyn Asedente Gaa, Alexander T. Solis +2 more
2025· article· en· International Journal of Learning Teaching and Educational Research· Computer Science
distilled prediction:candidate · metaresearchconsensus · none
4
citations
aboutno affunlabeled
Key pedagogic thinkers - Dave Cormier
Maha Bali, Sarah Honeychurch
2014· article· en· ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
4
citations

How this was built: Screen · Findings · About