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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 Royal Society B Biological 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.

1,323 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.
1,323 works in the cohort · of 4,299,418page 25 of 27

Labels cover 1 of 1,323 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 1,323 of 1,323 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
Facial asymmetry tracks genetic diversity among<i>Gorilla</i>subspecies
Kate McGrath, Amandine B. Eriksen, Daniel García‐Martínez, Jordi Galbany, Aida Gómez‐Robles, Jason S. Massey +13 more
2022· article· en· Proceedings of the Royal Society B Biological Sciences· Mathematics
machine prediction:candidate · noneconsensus · none
5
citations
afffundunlabeled
Genomic correlates for migratory direction in a free-ranging cervid
Maegwin Bonar, Spencer J. Anderson, Charles R. Anderson, George Wittemyer, Joseph M. Northrup, Aaron B. A. Shafer
2022· article· en· Proceedings of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
5
citations
affunlabeled
De novo evolution of transmissible tumours in hydra
Sophie Tissot, Jordan Meliani, Justine Boutry, Lionel Brazier, Jácint Tökölyi, Benjamin Roche +4 more
2024· article· en· Proceedings of the Royal Society B Biological Sciences· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
5
citations
afffundunlabeled
Trophic dynamics of a simple model ecosystem
Graham Bell, Étienne Fortier-Dubois
2017· article· en· Proceedings of the Royal Society B Biological Sciences· Social Sciences
machine prediction:candidate · noneconsensus · none
4
citations
afffundunlabeled
The promise of community-driven preprints in ecology and evolution
Daniel W. A. Noble, Zoe A. Xirocostas, Nicholas C. Wu, April Robin Martinig, Rafaela A. Almeida, Kevin R. Bairos‐Novak +60 more
2025· article· en· Proceedings of the Royal Society B Biological Sciences· Decision Sciences
machine prediction:candidate · metaresearch+open_scienceconsensus · none
4
citations
affunlabeled
The hidden biodiversity knowledge split in biological collections
Gabriel Nakamura, Bruno Henrique Mioto Stabile, Lívia Estéfane Fernandes Frateles, Matheus Lima Araujo, Emanuel Bruno Neuhaus, Manoela Marinho +8 more
2025· article· en· Proceedings of the Royal Society B Biological Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Is temporal synchrony necessary for effective Batesian mimicry?
Abigail E. Robinson, Isabel Novick, Lily DeFelice, Dina Famin, Colleen Fetherston, Bianca Frintu +6 more
2025· article· en· Proceedings of the Royal Society B Biological Sciences· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
4
citations

How this was built: Screen · Findings · About