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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 Research Studies
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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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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

1,012 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.
1,012 works in the cohort · of 4,299,418page 1 of 21

Labels cover 4 of 1,012 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 1,012 of 1,012 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Closing the Social-Class Achievement Gap
Nicole K. Stephens, MarYam G. Hamedani, Mesmin Destin
2014· article· en· Psychological Science· Social Sciences
distilled prediction:candidate · stsconsensus · sts
594
citations
affunlabeled
Persistence, Engagement, and Migration in Engineering Programs
Matthew Ohland, Sheri Sheppard, Gary Lichtenstein, Özgür Eriş, Debbie Chachra, Richard A. Layton
2008· article· en· Journal of Engineering Education· Social Sciences
distilled prediction:candidate · noneconsensus · none
548
citations
affunlabeled
Professor Qualities and Student Achievement
Florian Hoffmann, Philip Oreopoulos
2009· article· en· The Review of Economics and Statistics· Social Sciences
distilled prediction:candidate · noneconsensus · none
140
citations
affunlabeled
EXAMINING THE ECOLOGICAL SYSTEMS OF LGBTQ STEM MAJORS
Jodi L. Linley, Kristen A. Renn, Michael R. Woodford
2017· article· en· Journal of Women and Minorities in Science and Engineering· Social Sciences
distilled prediction:candidate · noneconsensus · none
84
citations

How this was built: Screen · Findings · About