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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.

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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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Journal of Singing
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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.

37 results · 1 filter active ·
Results by year
20072025
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Categories
Machine labels · sparse coverage
Evidence
Language
Type
Citations
An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
37 works in the cohort · of 4,299,418page 1 of 1

Labels cover 1 of 37 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 37 of 37 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
Music Performance Anxiety
Lynn Helding
2016· article· en· Journal of Singing· Medicine
machine prediction:candidate · noneconsensus · none
6
citations
aboutno affunlabeled
Finnish Lyric Diction
Tellervo Kähärä
2010· article· en· Journal of Singing· Social Sciences
machine prediction:candidate · insufficient_payloadconsensus · none
2
citations
aboutno affunlabeled
The Songs of Oskar Morawetz
Kimberley Enns-Hildebrand
2007· article· en· Journal of Singing· Arts and Humanities
machine prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
Ask What You Can Do for NATS
Carl D. Swanson
2009· article· en· Journal of Singing· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
A Letter from Roland Hayes
Mary Enid Haines
2015· letter· en· Journal of Singing· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
A Conversation with John Relyea, Part 1
Leslie Holmes
2011· article· en· Journal of Singing· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Humor, Fun, and Novelty in Song
Carl L. Swanson
2010· article· en· Journal of Singing· Psychology
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Orlando and NATS
Donald G. Simonson
2012· article· en· Journal of Singing· Arts and Humanities
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
The Choir Issue, Part Two
Scott McCoy
2012· article· en· Journal of Singing· Arts and Humanities
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affgpt · no categorygrok · no categoryopus · no categorymodels agree
Focusing on Mission
Kathryn Proctor Duax
2012· article· en· Journal of Singing· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
A Dictionary for the Modern Singer
Debra Greschner
2014· article· en· Journal of Singing· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Minding Collab Manners
Margo Garrett
2016· article· en· Journal of Singing· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Six Folk Songs of the Americas
Judith Carman
2008· article· en· Journal of Singing· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
An AIDS Quilt Songbook: Sing for Hope
Gregory Berg
2015· article· en· Journal of Singing· Arts and Humanities
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Rufus Wainwright-The Story of an Opera
Gregory Berg
2011· article· en· Journal of Singing· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Coming Home; Together Again!
Carole Blankenship
2021· article· en· Journal of Singing· Arts and Humanities
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
aboutno affunlabeled
Music Reviews
Kathleen Roland-Silverstein
2025· article· en· Journal of Singing· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Patricia Racette: Diva on Detour
Gregory Berg
2013· article· en· Journal of Singing· Arts and Humanities
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations

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