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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
Topic
Retraction
Abstract
Evidence source
Study design
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 ·
Results by year
20042025
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Machine labels · sparse coverage
Evidence
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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 3 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. 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.

affvenueunlabeled
Crisis Management as Ethical Improvisation
Chris MacDonald
2013· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Social Sciences
machine prediction:candidate · noneconsensus · none
2
citations
affvenueunlabeled
Appel, Ellington and the Modernist Canon
Eric Lewis
2005· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
machine prediction:candidate · noneconsensus · none
2
citations
venueno affunlabeled
Improvising a Way Out of Darkness
Patricia Nicholson Parker
2021· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
machine prediction:candidate · noneconsensus · none
2
citations
venueno affunlabeled
Improvisation and Staging in Documentary Films
Fernão Pessoa Ramos
2011· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Economics, Econometrics and Finance
machine prediction:candidate · noneconsensus · none
2
citations
venueno affunlabeled
The Poetics of Life
Víctor Manuel Rubio Carrillo
2021· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Notes From The Couch
Laura Menard
2021· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
machine prediction:candidate · noneconsensus · none
1
citations
affvenueunlabeled
The Field of Musical Improvisation
Gretchen Schwarz
2021· article· fr· Critical Studies in Improvisation / Études critiques en improvisation· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
A History of Violence
Rinaldo Walcott
2021· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affvenueunlabeled
Voicing Silence: The Legend of Buddy Bolden
John and Joanne Saul
2007· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
A Musician's Notes
Liz Knowles
2021· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
De travers dans la gorge
Antoine Gauthier
2021· article· fr· Critical Studies in Improvisation / Études critiques en improvisation· Health Professions
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
URGNT AND ESSENTIAL
Mark Marczyk
2021· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Interview with Keiko Uenishi (aka o.blaat)
Miya Masaoka
2006· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
machine prediction:candidate · noneconsensus · none
1
citations
affvenueaboutunlabeled
COVID-19 and the Creative Music Ecology
Scott D. Thomson, Karen Drury Ruth Ng
2021· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Computer Science
machine prediction:candidate · noneconsensus · none
1
citations
venueaboutno affunlabeled
Thoughts on an Improvisation
Julie Lassonde
2010· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Social Sciences
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
R. Keith Sawyer
An Interview by Mark Laver
2013· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Psychology
machine prediction:candidate · noneconsensus · none
1
citations
venueaboutno affunlabeled
Re-imagining Creative Music-making
Parmela Attariwala
2021· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
machine prediction:candidate · noneconsensus · none
1
citations
venueaboutno affunlabeled
Imagining Outside of a Pandemic
Nic Gareiss
2021· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Psychology
machine prediction:candidate · noneconsensus · none
1
citations
venueaboutno affunlabeled
Keynote Address at the Guelph Jazz Festival, 2007
Anthony Braxton
2008· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
machine prediction:candidate · insufficient_payloadconsensus · none
1
citations
venueno affunlabeled
Improvisations of a Tropical Cartesianism
Fred Coelho
2011· article· en· Critical Studies in Improvisation / Études critiques en improvisation· 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 affno abstractunlabeled
Spirits Rejoice! Jazz and American Religion
Lauren Michelle Levesque
2018· article· fr· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Cri du coeur
Marianne Trudel
2021· article· fr· Critical Studies in Improvisation / Études critiques en improvisation· Health Professions
machine prediction:candidate · noneconsensus · none
1
citations
affvenueunlabeled
untitled
Matana Roberts
2021· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Medicine
machine prediction:candidate · insufficient_payloadconsensus · none
1
citations
venueaboutno affunlabeled
Sawdust Collector/Spacious Season
Barbara Adler
2021· article· en· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
machine prediction:candidate · noneconsensus · none
1
citations
venueno affunlabeled
Just Improvisation
Sara Ramshaw, Paul Stapleton
2018· article· fr· Critical Studies in Improvisation / Études critiques en improvisation· Arts and Humanities
machine prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About