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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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Utopian, Dystopian, and Speculative Fiction
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.

650 results · 1 filter active ·
Results by year
20002025
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Machine labels · sparse coverage
Evidence
Language
Type
Citations
An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
650 works in the cohort · of 4,299,418page 1 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
Darwin's Plots
Gillian Beer
2009· book· en· Cambridge University Press eBooks· Arts and Humanities
distilled prediction:candidate · metaepi_narrowconsensus · none
274
citations
fundaboutno affunlabeled
Postcolonialism and Science Fiction
Jessica Langer
2011· book· en· Palgrave Macmillan UK eBooks· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
206
citations
aboutno affunlabeled
The Cambridge Companion to Margaret Atwood
Coral Ann Howells, David Staines, Lorraine York, Madeleine Davies, Shannon Hengen, Coomi S. Vevaina +5 more
2006· book· en· Cambridge University Press eBooks· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
101
citations
aboutno affunlabeled
Rewriting Apocalypse in Canadian Fiction
Marlene Goldman
2005· book· en· McGill-Queen's University Press eBooks· Arts and Humanities
distilled prediction:candidate · metaepi_narrowconsensus · none
88
citations
affunlabeled
Reading <i>Utopia</i>
Dominic Baker–Smith
2011· book-chapter· en· Cambridge University Press eBooks· Arts and Humanities
distilled prediction:candidate · metaepi_narrowconsensus · none
35
citations
aboutno affunlabeled
Margaret Atwood and environmentalism
Shannon Hengen
2006· book-chapter· en· Cambridge University Press eBooks· Arts and Humanities
distilled prediction:candidate · metaepi_narrowconsensus · none
22
citations
aboutno affunlabeled
The Cambridge Companion to Margaret Atwood
Coral Ann Howells
2021· book· en· Cambridge University Press eBooks· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+stsconsensus · none
13
citations
venueno affno abstractunlabeled
Utopia, Limited: Romanticism and Adjustment
Samantha C. Harvey
2017· article· en· Canadian parliamentary review· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
13
citations
aboutno affunlabeled
Rethinking Utopia and Utopianism
Lyman Tower Sargent
2022· book· en· Peter Lang Verlag eBooks· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
12
citations
fundno affunlabeled
Bodyminds Reimagined
Sami Schalk
2018· book· en· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
12
citations
aboutno affunlabeled
UNSETTLING HOPE: SETTLER COLONIALISM AND UTOPIANISM
Karl Joseph Hardy
2015· dissertation· en· QSpace (Queen's University Library)· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
12
citations
venueno affno abstractunlabeled
Deleuze and Environmental Damage
Thomas Nail
2006· article· en· Environmental Philosophy· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
11
citations
affunlabeled
Elysium as a critical dystopia
Tanner Mirrlees, Isabel Pedersen
2016· article· en· International Journal of Media and Cultural Politics· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
10
citations
affunlabeled
Temporalités de la science-fiction
Richard Saint‐Gelais
2013· article· fr· ReS Futurae· Arts and Humanities
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · insufficient_payload
9
citations
aboutno affunlabeled
Fantasies of Flight
Daniel M. Ogilvie
2004· book· en· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
8
citations
affunlabeled
Queer Sinofuturism
Gabriel Rémy-Handfield
2020· article· en· Screen Bodies· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
7
citations
affunlabeled
O poetyce gatunku science fiction
Darko Suvin
2019· article· en· CeON Repository (Centre for Evaluation in Education and Science)· Arts and Humanities
distilled prediction:candidate · noneconsensus · none
7
citations
affunlabeled
Simulation, Simulacra and<i>Solaris</i>
Julian Haladyn, Miriam Jordan
2010· article· en· Film-Philosophy· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
7
citations
aboutno affunlabeled
Margaret Atwood in Her Canadian Context
David Staines
2021· book-chapter· en· Cambridge University Press eBooks· Arts and Humanities
distilled prediction:candidate · metaepi_narrowconsensus · none
6
citations
aboutno affunlabeled
Conversations with William Gibson
Patrick Smith
2014· book· en· Project Muse (Johns Hopkins University)· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
6
citations
venueno affunlabeled
Critical Review on the Idea of Dystopia
Ruzbeh Babaee, Hardev Kaur, Zhang Haiqing
2015· article· en· Review of European Studies· Arts and Humanities
distilled prediction:candidate · noneconsensus · none
6
citations
affunlabeled
Le grotesque en science-fiction
István Csicsery‐Rónay
2016· article· fr· ReS Futurae· Arts and Humanities
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
5
citations
fundno affunlabeled
Beyond Prosthetic Memory
Amelia DeFalco
2018· article· en· Age Culture Humanities An Interdisciplinary Journal· Arts and Humanities
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+insufficient_payloadconsensus · none
5
citations
venueno affunlabeled
The Ends of Sacrifice
Robert A. Yelle
2011· article· en· Journal of Religion and Popular Culture· Arts and Humanities
distilled prediction:candidate · noneconsensus · none
4
citations
aboutno affunlabeled
Atwood’s Reinventions: So Many Atwoods
Coral Ann Howells
2020· article· en· ELOPE English Language Overseas Perspectives and Enquiries· Arts and Humanities
distilled prediction:candidate · insufficient_payloadconsensus · none
4
citations
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