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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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Diverse Music Education Insights
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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.

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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.

1,227 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.
1,227 works in the cohort · of 4,299,418page 12 of 25

Labels cover 0 of 1,227 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 1,227 of 1,227 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
Beyond ‘Careers'
Lloyd McArton
2022· book-chapter· en· Arts and Humanities
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
ZeneZen, Creative Piano Pedagogy
Tuğba ÇAĞLAK EKER
2022· article· en· International Education Studies· Arts and Humanities
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Creating the Conditions to Create
Carlie Howell
2021· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
The Phenomenon of Musical Art in the Education of Individuals
Jerdimaliyeva Ritta, Abeltayeva Janel, Elubaeva Marjan, Akhmetbekova Dauresh, Imasheva Aigul, Kusametova Gulsum
2018· article· en· Journal of Intellectual Disability - Diagnosis and Treatment· Arts and Humanities
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Harmonizing identities
Nira Rahman
2025· article· en· International Journal for Students as Partners· Arts and Humanities
machine prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About