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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 Practises and Engagement
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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.

1,013 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.
1,013 works in the cohort · of 4,299,418page 2 of 21

Labels cover 14 of 1,013 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 1,013 of 1,013 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affvenueaboutunlabeled
Sense of belonging and first-year academic literacy
Steve Marshall, Mingming Zhou, Ted Gervan, Sunita Wiebe
2012· article· en· Canadian Journal of Higher Education· Social Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
35
citations
afffundaboutunlabeled
Identifying and working through settler ignorance
Carla Rice, Susan D. Dion, Hannah Fowlie, Andrea Breen
2020· article· en· Critical Studies in Education· Social Sciences
distilled prediction:candidate · noneconsensus · none
32
citations
fundno affunlabeled
Developing a pan-university professional learning community
Sue Cherrington, Anne C. Macaskill, R. A. Salmon, Suzanne Boniface, Sydney Shep
2017· article· en· The International Journal for Academic Development· Social Sciences
distilled prediction:candidate · stsconsensus · none
24
citations

How this was built: Screen · Findings · About