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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.

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 1 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
When passion leads to excellence: the case of musicians
Arielle Bonneville‐Roussy, Geneviève L. Lavigne, Robert J. Vallerand
2010· article· en· Psychology of Music· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
275
citations
affno abstractunlabeled
Heavy Metal Music and Adolescent Suicidal Risk
Éric Lacourse, Michel Claes, Martine Villeneuve
2001· article· en· Journal of Youth and Adolescence· Arts and Humanities
distilled prediction:candidate · noneconsensus · none
110
citations
affunlabeled
Self-regulation and music learning: A systematic review
Wynnpaul Varela, Philip C. Abrami, Рена Упитис
2014· review· en· Psychology of Music· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
110
citations
affunlabeled
Performance Stress and the Very Young Musician
Hélène Boucher, Charlene Ryan
2010· article· en· Journal of Research in Music Education· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
85
citations
affno abstractunlabeled
Stage fright: its experience as a problem and coping with it
Regina Studer, Patrick Gomez, Horst Hildebrandt, Marc Arial, Brigitta Danuser
2011· article· en· International Archives of Occupational and Environmental Health· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
81
citations
affunlabeled
Why Narrative? Why Now?
Wayne Bowman
2006· article· en· Research Studies in Music Education· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
81
citations
affunlabeled
Passion at the heart of musicians’ well-being
Arielle Bonneville‐Roussy, Robert J. Vallerand
2018· article· en· Psychology of Music· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
68
citations
affunlabeled
Mapping Music Education Research in the UK
Graham Welch, Susan Hallam, Alexandra Lamont, Keith Swanwick, Lucy Green, Sarah Hennessy +3 more
2004· article· en· Psychology of Music· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
59
citations
affunlabeled
Musical Lives of Infants
Mayumi Adachi, Sandra E. Trehub
2012· reference-entry· en· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
54
citations
affunlabeled
Music Education in Nihilistic Times
Wayne Bowman
2005· article· en· Educational Philosophy and Theory· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
52
citations
venueaboutno affunlabeled
The Pedagogical Imperative of Musical Improvisation
Scott D. Thomson
2007· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
50
citations
aboutno affunlabeled
Engaging in Community Music
Lee Higgins, Lee Willingham
2017· book· en· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
46
citations
afffundunlabeled
The Socio-Educational Model of Music Motivation
Peter D. MacIntyre, Gillian Potter, Jillian N. Burns
2012· article· en· Journal of Research in Music Education· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
39
citations

How this was built: Screen · Findings · About