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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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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
aboutaboutness

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 4 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
A Typology of Tertiary Education Systems
2022· book-chapter· en· Palgrave studies in adult education and lifelong learning· Social Sciences
distilled prediction:candidate · metaepi_narrowconsensus · none
7
citations
aboutno affunlabeled
PLAR: Finding Quality in the Dynamics of Social Practice
2012· article· en· PLA Inside Out: An International Journal on Theory, Research and Practice in Prior Learning Assessment· Social Sciences
distilled prediction:candidate · metaresearch+research_integrityconsensus · metaresearch
7
citations
affaboutunlabeled
Transformative Learning
2014· article· en· International Journal of Adult Vocational Education and Technology· Social Sciences
distilled prediction:candidate · noneconsensus · none
7
citations
affunlabeled
The paradox of inclusive assessment
2024· article· en· Assessment & Evaluation in Higher Education· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
6
citations
venueno affunlabeled
Going online to make learning count
2011· article· en· The International Review of Research in Open and Distributed Learning· Social Sciences
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
6
citations
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How this was built: Screen · Findings · About