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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 6 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
Cross-species neuroscience: closing the explanatory gap
Helen C. Barron, Rogier B. Mars, David Dupret, Jason P. Lerch, Cassandra Sampaio‐Baptista
2020· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Neuroscience
machine prediction:candidate · noneconsensus · none
89
citations
affunlabeled
From simple to detailed models for cell polarization
Leah Edelstein‐Keshet, William R. Holmes, Mark Zajac, Meghan Dutot
2013· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
89
citations
affunlabeled
Behavioural valuation of landscapes using movement data
George Wittemyer, Joseph M. Northrup, Guillaume Bastille‐Rousseau
2019· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
88
citations
fundno affunlabeled
Precision animal breeding
A. P. F. Flint, John Woolliams
2007· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
85
citations
affunlabeled
What limits the evolutionary emergence of pathogens?
Sylvain Gandon, Michael Hochberg, Robert D. Holt, Troy Day
2012· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
84
citations
affunlabeled
The levels of analysis revisited
Scott A. MacDougall‐Shackleton
2011· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
84
citations
afffundunlabeled
Cheating and punishment in cooperative animal societies
Christina Riehl, Megan E. Frederickson
2016· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
83
citations
affunlabeled
Bilingual beginnings to learning words
Janet F. Werker, Krista Byers‐Heinlein, Christopher T. Fennell
2009· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Psychology
machine prediction:candidate · noneconsensus · none
82
citations
affunlabeled
Multisensory constraints on awareness
Ophélia Deroy, Yi‐Chuan Chen, Charles Spence
2014· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Psychology
machine prediction:candidate · noneconsensus · none
79
citations
affunlabeled
Shifts in fisheries management: adapting to regime shifts
Jacquelynne R. King, Gordon A. McFarlane, André E. Punt
2014· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
79
citations
afffundunlabeled
Listeriolysin O: from bazooka to Swiss army knife
Suzanne E. Osborne, John H. Brumell
2017· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
79
citations
affunlabeled
Neuroscience needs evolution
Paul Cisek, Benjamin Y. Hayden
2021· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
78
citations
affunlabeled
The translatability of pain across species
Jeffrey S. Mogil
2019· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Psychology
machine prediction:candidate · noneconsensus · none
76
citations
afffundunlabeled
Towards a phylogenetic ecology of plant pests and pathogens
Andrew V. Gougherty, T. Jonathan Davies
2021· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
73
citations
affunlabeled
Exploring the folkbiological conception of human nature
Stefan Linquist, Édouard Machery, Paul E. Griffiths, Karola Stotz
2011· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Psychology
machine prediction:candidate · noneconsensus · none
71
citations
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

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