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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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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.

392 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.
392 works in the cohort · of 4,299,418page 1 of 8

Labels cover 392 of 392 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 392 of 392 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.

affgemma · stsgpt · stsmodels agree
The Linear Model of Innovation
Benoı̂t Godin
2006· article· en· Science Technology & Human Values· Decision Sciences
machine prediction:candidate · stsconsensus · none
837
citations
affno abstractgemma · stsgpt · no categorymodels split
Six modes of co-production for sustainability
Josephine M. Chambers, Carina Wyborn, Melanie Ryan, Robin S. Reid, Maraja Riechers, Anca Şerban +36 more
2021· article· en· Nature Sustainability· Environmental Science
machine prediction:candidate · stsconsensus · none
499
citations
affgemma · stsgpt · stsmodels agree
Theorizing the Bioeconomy
Kean Birch, David Tyfield
2012· article· en· Science Technology & Human Values· Agricultural and Biological Sciences
machine prediction:candidate · stsconsensus · none
347
citations
affgemma · no categorygpt · stsmodels split
National Innovation System
Benoı̂t Godin
2009· article· en· Science Technology & Human Values· Economics, Econometrics and Finance
machine prediction:candidate · stsconsensus · none
321
citations
affgemma · stsgpt · insufficient_payloadmodels split
Ghosts in the Machine
Sergio Sismondo
2009· article· en· Social Studies of Science· Pharmacology, Toxicology and Pharmaceutics
machine 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
machine prediction:candidate · stsconsensus · none
270
citations
aboutno affgemma · stsgpt · no categorymodels split
Plagiarism in Latin Literature
Scott McGill
2012· book· en· Cambridge University Press eBooks· Social Sciences
machine prediction:candidate · research_integrityconsensus · none
227
citations
affgemma · stsgpt · stsmodels agree
Scientific literacy as collective praxis
Wolff‐Michael Roth, Stuart Lee
2002· article· en· Public Understanding of Science· Psychology
machine prediction:candidate · stsconsensus · none
197
citations
affgemma · stsgpt · no categorymodels split
Techno-economic Assumptions
Kean Birch
2017· article· en· Science as Culture· Business, Management and Accounting
machine prediction:candidate · noneconsensus · none
84
citations

How this was built: Screen · Findings · About