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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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Critical Studies in Improvisation / Études critiques en improvisation
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Label agreement
Label status

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.

319 results · 1 filter active ·
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20042025
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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.
319 works in the cohort · of 4,299,418page 1 of 7

Labels cover 0 of 319 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 319 of 319 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affvenueunlabeled
Uptown Conversation: The New Jazz Studies
Howard Spring
2005· article· fr· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · sts
93
citations
venueno affunlabeled
Sounding Out: Pauline Oliveros and Lesbian Musicality
Tracy McMullen
2008· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
distilled prediction:candidate · metaepi_narrowconsensus · none
90
citations
venueno affunlabeled
Big Ears: Listening for Gender in Jazz Studies
Kara Attrep
2008· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
distilled prediction:candidate · metaepi_narrowconsensus · none
77
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
affvenueunlabeled
Improvisation and the Unnameable: On Being Instrumental
Daniel Fischlin
2009· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
distilled prediction:candidate · metaepi_narrowconsensus · none
29
citations
venueno affno abstractunlabeled
Noise Orders: Jazz, Improvisation, and Architecture
Ian Panabaker
2007· article· fr· Critical Studies in Improvisation / Études critiques en improvisation· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrow+stsconsensus · none
23
citations
venueno affno abstractunlabeled
No Such Thing as Silence: John Cage’s 4’33”
Brian J. Lefresne
2011· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
20
citations
venueaboutno affunlabeled
Improvising Digital Culture: A Conversation
Paul Miller, Vijay Iyer
2009· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
distilled prediction:candidate · metaepi_narrowconsensus · none
18
citations
afffundvenueunlabeled
Naked Intimacy: Eroticism, Improvisation, and Gender
Ellen Waterman
2008· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
17
citations
venueno affno abstractunlabeled
Improvisation and Pedagogy: Background and Focus of Inquiry
George Lewis
2007· article· fr· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
17
citations
venueno affunlabeled
Teaching the Ethics of Free Improvisation
Barbara Rose Lange
2011· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
17
citations
venueno affunlabeled
Khyal, Improvisation, and Social Change
Wasanti Paranjape
2012· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
distilled prediction:candidate · metaepi_narrowconsensus · none
13
citations
venueno affunlabeled
Improvisation & Identity: a Qualitative Study
Matthew Sansom
2007· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
distilled prediction:candidate · metaepi_narrowconsensus · none
12
citations
affvenueunlabeled
“Wild notes” … Improvisioning
Daniel Fischlin
2010· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
distilled prediction:candidate · metaepi_narrowconsensus · none
11
citations
venueno affunlabeled
Jam Sessions
Max Suechting, Jonathan Leal
2020· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
8
citations
venueno affunlabeled
Playing the Changes
Ben Finley, Erin Felepchuk
2021· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Computer Science
distilled prediction:candidate · noneconsensus · none
7
citations
venueno affunlabeled
Certainty, Contingency, and Improvisation
Gary Peters
2013· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Social Sciences
distilled prediction:candidate · metaresearch+metaepi_narrowconsensus · none
7
citations

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