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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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Social Studies of Science
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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
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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.

90 results · 1 filter active ·
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20002025
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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.
90 works in the cohort · of 4,299,418page 1 of 2

Labels cover 37 of 90 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 90 of 90 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
The politics of care in technoscience
Aryn Martin, Natasha Myers, Ana Viseu
2015· article· en· Social Studies of Science· Social Sciences
distilled prediction:candidate · stsconsensus · sts
652
citations
affunlabeled
The Drugs Don't Work
Adam Hedgecoe, Paul Martin
2003· article· en· Social Studies of Science· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
331
citations
affgemma · stsgpt · insufficient_payloadmodels split
Ghosts in the Machine
Sergio Sismondo
2009· article· en· Social Studies of Science· Pharmacology, Toxicology and Pharmaceutics
distilled prediction:candidate · stsconsensus · none
298
citations
affno abstractgemma · stsgpt · no categorymodels split
Water: Political, biopolitical, material
Karen Bakker
2012· article· en· Social Studies of Science· Social Sciences
distilled prediction:candidate · stsconsensus · sts
270
citations
affunlabeled
Contributorship and division of labor in knowledge production
Vincent Larivière, Nadine Desrochers, Benoît Macaluso, Philippe Mongeon, Adèle Paul‐Hus, Cassidy R. Sugimoto
2016· article· en· Social Studies of Science· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+stsconsensus · bibliometrics
264
citations
affunlabeled
The Network Studio
Paul Théberge
2004· article· en· Social Studies of Science· Arts and Humanities
distilled prediction:candidate · stsconsensus · sts
118
citations
affunlabeled
Biomedical Conventions and Regulatory Objectivity
Alberto Cambrosio, Peter Keating, Thomas Schlich, George Weisz
2009· article· en· Social Studies of Science· Pharmacology, Toxicology and Pharmaceutics
distilled prediction:candidate · stsconsensus · sts
74
citations
affunlabeled
From Eugenics to Scientometrics
Benoı̂t Godin
2007· article· en· Social Studies of Science· Arts and Humanities
distilled prediction:candidate · stsconsensus · sts
72
citations
affunlabeled
Care in context: Becoming an STS researcher
Melissa Atkinson-Graham, Martha Kenney, Kelly Ladd, Cameron Michael Murray, Emily Simmonds
2015· article· en· Social Studies of Science· Computer Science
distilled prediction:candidate · stsconsensus · none
57
citations
affunlabeled
`Creative Solutions' and `Fibbing Results'
Wolff‐Michael Roth, G. Michael Bowen
2001· article· en· Social Studies of Science· Social Sciences
distilled prediction:candidate · stsconsensus · sts
54
citations
affunlabeled
Making Classifications (at) Work
Wolff‐Michael Roth
2005· article· en· Social Studies of Science· Arts and Humanities
distilled prediction:candidate · stsconsensus · sts
54
citations
affgemma · stsgpt · stsmodels agree
Towards a Sociology of Measurement:
Linda Derksen
2000· article· en· Social Studies of Science· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · stsconsensus · none
48
citations
aboutno affgemma · no categorygpt · insufficient_payloadmodels split
Situation Normal? Repairing a Risky Ecology
Christopher R. Henke
2007· article· en· Social Studies of Science· Decision Sciences
distilled prediction:candidate · metaresearch+stsconsensus · none
38
citations
affunlabeled
How Ditch and Drain Become a Healthy Creek
Stuart Lee, Wolff‐Michael Roth
2001· article· en· Social Studies of Science· Social Sciences
distilled prediction:candidate · stsconsensus · sts
36
citations
afffundaboutgemma · stsgpt · stsmodels split
When citizen science is public relations
Sarah Blacker, Aya H. Kimura, Abby Kinchy
2021· article· en· Social Studies of Science· Environmental Science
distilled prediction:candidate · sts+insufficient_payloadconsensus · sts
31
citations
affaboutunlabeled
On Telling Regulatory Tales
R. Steven Turner
2001· article· en· Social Studies of Science· Social Sciences
distilled prediction:candidate · stsconsensus · sts
18
citations
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