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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.

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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 5 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
Successful ageing: from cell to self
Sonia Lupien, Nathalie Wan
2004· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Psychology
machine prediction:candidate · noneconsensus · none
110
citations
affunlabeled
Rooting the tree of life: the phylogenetic jury is still out
Richard Gouy, Denis Baurain, Hervé Philippe
2015· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
104
citations
affunlabeled
The uses and abuses of tree thinking in cultural evolution
Cara L. Evans, Simon J. Greenhill, Joseph Watts, Johann‐Mattis List, Carlos A. Botero, Russell D. Gray +1 more
2021· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Social Sciences
machine prediction:candidate · noneconsensus · none
103
citations
affunlabeled
From number sense to number symbols. An archaeological perspective
Francesco d’Errico, Luc Doyon, Ivan Colagè, Alain Queffelec, Emma Le Vraux, Bernard Vandermeersch +1 more
2018· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Social Sciences
machine prediction:candidate · noneconsensus · none
103
citations
afffundunlabeled
Psychological and neural mechanisms of relapse
Jane Stewart
2008· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Neuroscience
machine prediction:candidate · noneconsensus · none
102
citations
affunlabeled
Microcoding: the second step in DNA barcoding
Richard C. Summerbell, C. André Lévesque, Keith A. Seifert, Marjan Bovers, Jack W. Fell, Mara R. Diaz +4 more
2005· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
101
citations
afffundunlabeled
A mechanism for learning with sleep spindles
Adrien Peyrache, Julie Seibt
2020· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Neuroscience
machine prediction:candidate · noneconsensus · none
100
citations
affunlabeled
Looking back on biodiversity change: lessons for the road ahead
María Dornelas, Jonathan M. Chase, Nicholas J. Gotelli, Anne E. Magurran, Brian J. McGill, Laura H. Antão +8 more
2023· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
100
citations
afffundunlabeled
What is a vector?
Anthony J. Wilson, Eric R. Morgan, Mark Booth, Rachel Norman, Sarah E. Perkins, Heidi C. Hauffe +4 more
2017· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Medicine
machine prediction:candidate · noneconsensus · none
99
citations
afffundunlabeled
The future of zoonotic risk prediction
Colin J. Carlson, Maxwell J. Farrell, Zoë Grange, Barbara A. Han, Nardus Mollentze, Alexandra Phelan +27 more
2021· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Medicine
machine prediction:candidate · noneconsensus · none
96
citations
affunlabeled
Transitional states in marine fisheries: adapting to predicted global change
M. Aaron MacNeil, Nicholas A. J. Graham, Joshua E. Cinner, Nicholas K. Dulvy, Philip A. Loring, Simon Jennings +3 more
2010· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
92
citations
affunlabeled
Learning to represent visual input
Geoffrey E. Hinton
2009· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Neuroscience
machine prediction:candidate · noneconsensus · none
91
citations

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