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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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Higher Education Learning Practices
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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
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venuejournal
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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.

845 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.
845 works in the cohort · of 4,299,418page 8 of 17

Labels cover 5 of 845 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 845 of 845 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Fundamentals of federated learning
Xiaoxiao Li, Ziyue Xu, Huazhu Fu
2025· book-chapter· en· Elsevier eBooks· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
venueno affunlabeled
Local Pedagogical History in Training Bachelors of Education
Т. И. Степанова, Tamara P. Belikova, Tatiana A. Syrovatskaya, Lyudmila V. Buraya, Elena S. Danilova
2022· article· en· International Journal of Criminology and Sociology· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
affno abstractunlabeled
Editors' Notes
Tom Nesbit, Michael Welton
2013· article· en· New Directions for Adult and Continuing Education· Social Sciences
distilled prediction:candidate · noneconsensus · none
1
citations
affno abstractunlabeled
Introduction of federated learning
Xiaoxiao Li, Ziyue Xu, Huazhu Fu
2025· book-chapter· en· Elsevier eBooks· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
aboutno affunlabeled
La valutazione formativa come strategia di apprendimento
Raffaela Tore
2019· article· it· Archivio Istituzionale della Ricerca (Universita Degli Studi Di Milano)· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · insufficient_payload
1
citations
fundno affunlabeled
The MoEML Pedagogical Partnership Program
Janelle Jenstad, Kim McLean-Fiander, Kathryn McPherson
2017· article· en· Digital humanities quarterly· Social Sciences
distilled prediction:candidate · sts+scholarly_communicationconsensus · none
1
citations
affaboutunlabeled
Web‐Based Training
Patrick J. Fahy
2004· other· en· The Internet Encyclopedia· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
affvenueunlabeled
Seven Guiding Principles for Building Fellowship in SoTL
Anita Acai, Mandy Frake-Mistak, Melanie Hamilton, Patrick Maher, Roselynn Verwoord, Cherie Woolmer
2024· article· en· The Canadian Journal for the Scholarship of Teaching and Learning· Social Sciences
distilled prediction:candidate · metaresearch+sts+scholarly_communicationconsensus · metaresearch
1
citations
aboutno affno abstractunlabeled
Technical Education in Quebec
2016· book-chapter· en· McGill-Queen's University Press eBooks· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
venueno affunlabeled
Lifelong learning: which ways forward ? de Colardyn
Jacques Leplat
2003· article· fr· Perspectives interdisciplinaires sur le travail et la santé· Social Sciences
distilled prediction:candidate · metaresearch+metaepi_narrow+sts+insufficient_payloadconsensus · insufficient_payload
1
citations

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