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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
Retraction
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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.

1,227 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 9 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.

affunlabeled
The Singing Classroom: A Community of Musicians
Lori-Anne Dolloff
2013· article· en· The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)· Arts and Humanities
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Teaching Silence in the Twenty-First Century
Roxane Prevost, Kimberly Francis
2015· book· en· Oxford University Press eBooks· Arts and Humanities
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Sub-Saharan African Musical Learning Communities
Emily Achieng’ Akuno, Akosua O Addo, Elizabeth Andang’o, Andrea Emberly, M Davhula, Perminus Matiure
2023· book-chapter· en· Oxford University Press eBooks· Arts and Humanities
machine prediction:candidate · noneconsensus · none
2
citations
afffundunlabeled
Improvising Across Abilities
2023· book· en· University of Michigan Press eBooks· Arts and Humanities
machine prediction:candidate · noneconsensus · none
2
citations
aboutno affunlabeled
Dictionary of Music Education
Irma H. Collins
2013· book· en· Rowman & Littlefield Publishers eBooks· Arts and Humanities
machine prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Disjunctured Feminisms
Roberta Lamb, Niyati Dhokai
2016· book-chapter· en· Oxford University Press eBooks· Arts and Humanities
machine prediction:candidate · noneconsensus · none
2
citations
fundvenueno affunlabeled
'Making-With' in Music Education
Caroline Cooke
2022· article· en· Cultural and Pedagogical Inquiry· Arts and Humanities
machine prediction:candidate · noneconsensus · none
2
citations

How this was built: Screen · Findings · About