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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 123 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
PNAS establishes a Statistical Review Committee
Adrian E. Raftery, Alicia L. Carriquiry, Michael J. Daniels, Constantine Gatsonis, Steven N. Goodman, Amy H. Herring +1 more
2023· review· en· Proceedings of the National Academy of Sciences· Environmental Science
machine prediction:candidate · metaresearchconsensus · metaresearch
1
citations
affno abstractunlabeled
Diapiric controls on deep-biosphere oases: Take with a grain of salt
Josué J. Jautzy, D C Campbell, Pierre‐Arnaud Desiage, Peter Douglas, Benjamin R. Fosu, Stéphanie Larmagnat +1 more
2024· letter· en· Proceedings of the National Academy of Sciences· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
1
citations
fundno affunlabeled
How and why to publish in PNAS
Alan R. Fersht
2005· article· en· Proceedings of the National Academy of Sciences· Decision Sciences
machine prediction:candidate · metaresearch+scholarly_communicationconsensus · none
1
citations
aboutno affunlabeled
Profile of Peter R. Grant
Farooq Ahmed
2010· article· en· Proceedings of the National Academy of Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
1
citations
afffundunlabeled
Genome integrity relies on rapid recycling of DNA Pol III in bacteria
José Pablo Rascón Pérez, Ophélie d’Udekem d’Acoz, Nicolas Soubry, Baljyot Singh Parmar, Stephanie C. Weber, Rodrigo Reyes‐Lamothe
2025· article· en· Proceedings of the National Academy of Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Modulating the microbiome as an approach to anticancer drug development
Jemma Arakelyan, Ho Sung Choe, Chengnan Wu, Даниил А. Русанов, Elena E. Bardina, Anna A. Kirsanova +14 more
2025· article· en· Proceedings of the National Academy of Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Nodule morphology and growth model
Bernard P. Boudreau
2008· letter· en· Proceedings of the National Academy of Sciences· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Robust inattentive discrete choice
Lars Peter Hansen, Jianjun Miao, Hao Xing
2025· article· en· Proceedings of the National Academy of Sciences· Decision Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Volcanic forcing of the Lomagundi–Jatuli carbon isotope excursion
Janne Blichert‐Toft, Kurt O. Konhauser, Baptiste Coutret, Marine Pinto, Arnaud Agranier, Abderrazzak El Albani +1 more
2025· article· en· Proceedings of the National Academy of Sciences· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
1
citations
affunlabeled
A new mutator phenotype in breast cancer?
Johan G. de Boer
2002· letter· en· Proceedings of the National Academy of Sciences· Medicine
machine prediction:candidate · noneconsensus · none
1
citations

How this was built: Screen · Findings · About