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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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Philosophical Transactions 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.

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.

718 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.
718 works in the cohort · of 4,299,418page 7 of 15

Labels cover 0 of 718 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 718 of 718 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
The role of soils in the regulation of hazards and extreme events
Patricia Saco, Kelsey R. McDonough, José F. Rodríguez, Johanie Rivera-Zayas, Steven G. Sandi
2021· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
70
citations
afffundunlabeled
From writing to reading the encyclopedia of life
Paul D. N. Hebert, Peter M. Hollingsworth, Mehrdad Hajibabaei
2016· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
69
citations
afffundunlabeled
Scalar social dynamics in female vervet monkey cohorts
S. Peter Henzi, Nicola L. Forshaw, Ria Boner, Louise Barrett, David Lusseau
2013· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Psychology
machine prediction:candidate · noneconsensus · none
67
citations
afffundunlabeled
Conservation of gene function in behaviour
Christopher J. Reaume, Marla B. Sokolowski
2011· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
66
citations
affunlabeled
Sexual conflict in its ecological setting
Jennifer C. Perry, Locke Rowe
2018· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
63
citations
afffundunlabeled
Why are rhizobial symbiosis genes mobile?
Grace E. Wardell, Michael F. Hynes, J. Peter W. Young, Ellie Harrison
2021· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
62
citations
affno abstractunlabeled
Understanding diversity in telomere dynamics
Pat Monaghan, Dan T. A. Eisenberg, Lea Harrington, Dan Nussey
2018· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Medicine
machine prediction:candidate · noneconsensus · none
62
citations
fundno affunlabeled
Developing defined substrates for stem cell culture and differentiation
Louise Hagbard, Katherine Cameron, Paul R. August, Christopher Penton, Malin Parmar, David C. Hay +1 more
2018· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Medicine
machine prediction:candidate · noneconsensus · none
62
citations
afffundunlabeled
Soil resistance and recovery during neotropical forest succession
Masha T. van der Sande, Jennifer S. Powers, Thomas W. Kuyper, Natalia Norden, Beatriz Salgado‐Negret, Jarcilene Silva de Almeida‐Cortez +27 more
2022· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
61
citations
afffundunlabeled
The role of incentive mechanisms in promoting forest restoration
Anazélia M. Tedesco, Pedro H. S. Brancalion, Michelle Hak Hepburn, Khalil Walji, Kerrie A. Wilson, Hugh P. Possingham +5 more
2022· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
61
citations
afffundunlabeled
Reading chromatin signatures after DNA double-strand breaks
Marcus D. Wilson, Daniel Durocher
2017· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
60
citations
affunlabeled
Navigation by light polarization in clear and turbid waters
Amit Lerner, Shai Sabbah, Carynelisa Erlick, Nadav Shashar
2011· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
59
citations
affunlabeled
Dominance in humans
Tian Chen Zeng, Joey T. Cheng, Joseph Henrich
2022· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Psychology
machine prediction:candidate · noneconsensus · none
59
citations
affunlabeled
Risks to biodiversity from temperature overshoot pathways
Andreas L. S. Meyer, Joanne Bentley, Romaric C. Odoulami, Alex L. Pigot, Christopher H. Trisos
2022· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
58
citations
affunlabeled
N-cadherin antagonists as oncology therapeutics
Orest W. Blaschuk
2014· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
58
citations
afffundunlabeled
On the methods for reactivation and replay analysis
David Tingley, Adrien Peyrache
2020· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Neuroscience
machine prediction:candidate · noneconsensus · none
55
citations
afffundunlabeled
Inferring cellular forces from image stacks
Jim H. Veldhuis, Ahmad Ehsandar, Jean‐Léon Maître, Takashi Hiiragi, S. J. Cox, G. Wayne Brodland
2017· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
55
citations

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