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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 14 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.

aboutno affunlabeled
Cities in nature
Lena Chan
2024· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
6
citations
affunlabeled
Darwinizing Gaia: conceptual approaches
W. Ford Doolittle
2025· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
6
citations
afffundno abstractunlabeled
Understanding the endo-lysosomal network in neurodegeneration
Peter J. Cullen, Henne Holstege, Scott A. Small, Peter St George‐Hyslop
2024· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Medicine
machine prediction:candidate · noneconsensus · none
6
citations
affunlabeled
The origins and development of aesthetics
Daphne Maurer, Charles Maurer
2024· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Neuroscience
machine prediction:candidate · noneconsensus · none
6
citations
afffundunlabeled
Neurophenomenology of induced and natural synaesthesia
David J. Schwartzman, Daniel Bor, Nicolas Rothen, Anil K. Seth
2019· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Psychology
machine prediction:candidate · noneconsensus · none
6
citations
afffundunlabeled
Grouping substitution types into different relaxed molecular clocks
Hui‐Jie Lee, Hirohisa Kishino, Nicolas Rodrigue, Jeffrey L. Thorne
2016· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
5
citations
affunlabeled
A global expert elicitation on present-day human–fire interactions
Cathy Smith, Oliver Perkins, Jayalaxshmi Mistry, Bibiana Bilbao, Rebecca Bliege Bird, Amy Cardinal Christianson +10 more
2025· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Deep clustering of bacterial tree images
Maryam Hayati, Leonid Chindelevitch, David M. Aanensen, Caroline Colijn
2022· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
4
citations
affunlabeled
Places for reasoning
Melina Gastélum Vargas, Anthony Chemero, Vicente Raja
2024· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Health Professions
machine prediction:candidate · noneconsensus · none
3
citations
afffundunlabeled
The evolution of the tree of life
Molly Chen, Artem I. Kholodov, Laura A. Hug
2025· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
3
citations
afffundunlabeled
The social origins of consciousness
Kristin Andrews, Noam Miller
2025· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Social Sciences
machine prediction:candidate · noneconsensus · none
3
citations

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