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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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Utopian, Dystopian, and Speculative Fiction
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.

650 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.
650 works in the cohort · of 4,299,418page 9 of 13

Labels cover 1 of 650 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 650 of 650 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
Margaret Atwood Bibliography 2007
Ashley Thomson
2015· article· en· Lu Zone Ul (Laurentian University)· Arts and Humanities
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
venueaboutno affunlabeled
My Life as an Ice Cream Sandwich by I. Zoboi
Amanda Daignault
2020· article· en· The Deakin Review of Children s Literature· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
The Second Interlude: Other Worlds
Mike Ashley
2016· book-chapter· en· Liverpool University Press eBooks· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Subterranean Worlds: A Critical Anthology
2006· article· en· eCite Digital Repository (University of Tasmania)· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Tracy's legacy
Alex Watson
2015· article· en· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
The Modern Proletariat
Annet Hon Shu Chu
2013· article· en· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Margaret Atwood’s Ecodystopic SF
Izabel Brandão, Ildney Cavalcanti
2021· book-chapter· en· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Atwood's Graphic Novels
Brigitte Johanna Glaser
2025· book-chapter· en· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations
aboutno affunlabeled
Dispatches from Cascadia
2024· article· Arts and Humanities
machine prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
The Figure of the Child
jan jagodzinski
2024· book-chapter· en· Arts and Humanities
machine prediction:candidate · noneconsensus · none
0
citations

How this was built: Screen · Findings · About