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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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Writing and Handwriting Education
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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.

569 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.
569 works in the cohort · of 4,299,418page 6 of 12

Labels cover 1 of 569 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 569 of 569 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affaboutunlabeled
Hey Google, Let’s Write
Carol Johnson, Walcir Cardoso
2024· article· en· CALICO Journal· Social Sciences
distilled prediction:candidate · noneconsensus · none
3
citations
aboutno affunlabeled
Écriture créative et plaisir d’apprendre
Geneviève-Gaël Vanasse, Monique Noël-Gaudreault
2004· article· fr· Complutensian Scientific Journals (Complutense University of Madrid)· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · sts
2
citations
venueno affunlabeled
Writing Problems of Non- English Students
Mohammed AL-Widyan, Manar Abu Darwi
2019· article· en· Canadian social science· Social Sciences
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Les enfants dyslexiques ont-ils des difficultés graphomotrices ?
Denis Alamargot, Marie‐France Morin, Virginie Pontart, Maffre Laurie, Lisa Flouret, Érika Simard-Dupuis
2014· preprint· fr· HAL (Le Centre pour la Communication Scientifique Directe)· Social Sciences
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communicationconsensus · none
2
citations

How this was built: Screen · Findings · About