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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 3 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
Sexual selection accelerates signal evolution during speciation in birds
Nathalie Seddon, Carlos A. Botero, Joseph A. Tobias, Peter O. Dunn, Hannah E. A. MacGregor, Dustin R. Rubenstein +4 more
2013· article· en· Proceedings of the Royal Society B Biological Sciences· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
209
citations
affunlabeled
Rapid evolution of cold tolerance in stickleback
Rowan D. H. Barrett, Antoine Paccard, Timothy M. Healy, Sara Bergek, Patricia M. Schulte, Dolph Schluter +1 more
2010· article· en· Proceedings of the Royal Society B Biological Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
198
citations
affunlabeled
Sociality influences cultural complexity
Michael Muthukrishna, Ben W. Shulman, Vlad Gabrie Vasilescu, Joseph Henrich
2013· article· en· Proceedings of the Royal Society B Biological Sciences· Social Sciences
machine prediction:candidate · noneconsensus · none
189
citations
affunlabeled
Adaptive evolution of genes underlying schizophrenia
Bernard J. Crespi, Kyle Summers, Steve Dorus
2007· article· en· Proceedings of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
187
citations
affunlabeled
Evolution of olfaction in non-avian theropod dinosaurs and birds
Darla K. Zelenitsky, François Therrien, Ryan C. Ridgely, Amanda McGee, Lawrence M. Witmer
2011· article· en· Proceedings of the Royal Society B Biological Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
173
citations
affunlabeled
Heterosis increases the effective migration rate
Pär K. Ingvarsson, Michael C. Whitlock
2000· article· en· Proceedings of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
166
citations

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