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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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Empirical Musicology Review
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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.

27 results · 1 filter active ·
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20092025
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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.
27 works in the cohort · of 4,299,418page 1 of 1

Labels cover 1 of 27 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 27 of 27 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Music and Cognitive Extension
Luke Kersten
2015· article· en· Empirical Musicology Review· Neuroscience
distilled prediction:candidate · insufficient_payloadconsensus · none
19
citations
aboutno affunlabeled
A cluster analysis of harmony in the McGill Billboard dataset
Kris Shaffer, Esther Vasiete, Brandon Jacquez, Aaron Davis, Diego Escalante, Calvin Hicks +3 more
2020· article· en· Empirical Musicology Review· Computer Science
distilled prediction:candidate · noneconsensus · none
6
citations
affunlabeled
Sonata Form in the Nineteenth-Century Symphony
Steven Craig Cannon
2017· article· en· Empirical Musicology Review· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
2
citations
affunlabeled
Commentary on Ohriner (2016)
Nathaniel Condit-Schultz
2017· article· en· Empirical Musicology Review· Computer Science
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations
affunlabeled
Aesthetic Challenges of Sonified Video Gestures
Michael Filimowicz
2013· article· en· Empirical Musicology Review· Psychology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
affunlabeled
Title Pending 6598
2025· article· Empirical Musicology Review· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations
affunlabeled
Title Pending 6634
2025· article· Empirical Musicology Review· Neuroscience
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
0
citations

How this was built: Screen · Findings · About