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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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Proceedings of the National Academy of Sciences
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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.

6,318 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.
6,318 works in the cohort · of 4,299,418page 14 of 127

Labels cover 9 of 6,318 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 6,318 of 6,318 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.

affunlabeled
Molecular crowding limits translation and cell growth
Stefan Klumpp, Matthew P. Scott, Steen B. Pedersen, Terence Hwa
2013· article· en· Proceedings of the National Academy of Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
311
citations
affunlabeled
Governing the recreational dimension of global fisheries
Robert Arlinghaus, Joshua K. Abbott, Eli P. Fenichel, Stephen R. Carpenter, Len M. Hunt, Josep Alós +7 more
2019· article· en· Proceedings of the National Academy of Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
305
citations
affunlabeled
Age dynamics in scientific creativity
Benjamin F. Jones, Bruce A. Weinberg
2011· article· en· Proceedings of the National Academy of Sciences· Psychology
machine prediction:candidate · metaresearchconsensus · none
304
citations
afffundunlabeled
Intersectional inequalities in science
Diego Kozlowski, Vincent Larivière, Cassidy R. Sugimoto, Thema Monroe‐White
2022· article· en· Proceedings of the National Academy of Sciences· Social Sciences
machine prediction:candidate · stsconsensus · none
303
citations
afffundunlabeled
Two-step pathway for isoprenoid synthesis
Alkiviadis Orfefs Chatzivasileiou, Valerie C. A. Ward, Steven Edgar, Gregory Stephanopoulos
2018· article· en· Proceedings of the National Academy of Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
303
citations
affunlabeled
Ocean convergence and the dispersion of flotsam
Eric A. D’Asaro, Andrey Shcherbina, Jody Klymak, Jeroen Molemaker, Guillaume Novelli, Cédric M. Guigand +13 more
2018· article· en· Proceedings of the National Academy of Sciences· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
301
citations
afffundunlabeled
Influences of clonality on plant sexual reproduction
Spencer C. H. Barrett
2015· article· en· Proceedings of the National Academy of Sciences· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
300
citations

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