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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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bioRxiv (Cold Spring Harbor Laboratory)
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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.

23,962 results · 1 filter active ·
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20132025
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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.
23,962 works in the cohort · of 4,299,418page 51 of 480

Labels cover 39 of 23,962 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 23,962 of 23,962 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
Human coronaviruses disassemble processing bodies
Mariel Kleer, Rory P. Mulloy, Carolyn-Ann Robinson, Danyel Evseev, Maxwell P. Bui-Marinos, Elizabeth L. Castle +4 more
2020· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
7
citations
affunlabeled
Eco-evolutionary dynamics of social dilemmas
Chaitanya S. Gokhale, Christoph Hauert
2016· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Social Sciences
machine prediction:candidate · noneconsensus · none
7
citations
affunlabeled
geneRNIB: a living benchmark for gene regulatory network inference
Jalil Nourisa, Antoine Passemiers, Marco Stock, Berit Zeller‐Plumhoff, Robrecht Cannoodt, Christian Arnold +6 more
2025· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
7
citations
afffundunlabeled
A transposase-derived gene required for human brain development
Luz Jubierre, Sara A. Lewis, Rodrigo Lopez Gutierrez, Makiko Yamada, Elias Rodríguez-Fos, Mercè Planas-Fèlix +35 more
2023· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
7
citations
affunlabeled
Destabilized host-parasite dynamics in newly founded populations
Daniel I. Bolnick, Rowan D. H. Barrett, Emma Choi, L. Eckert, Andrew P. Hendry, Emily V Kerns +8 more
2024· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
7
citations
afffundunlabeled
Peroxisome biogenesis initiated by protein phase separation
Rini Ravindran, Isabel O. L. Bacellar, Xavier Castellanos-Girouard, Zhenghao Zhang, Lydia Kisley, Stephen W. Michnick
2022· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
7
citations
affunlabeled
Mapping neuropeptide sigaling in the human brain
Eric G. Ceballos, Asa Farahani, Zhen-Qi Liu, Filip Milisav, Justine Y. Hansen, Alain Dagher +1 more
2024· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Neuroscience
machine prediction:candidate · noneconsensus · none
7
citations
affunlabeled
Mutational spectra analysis reveals bacterial niche and transmission routes
Christopher Ruis, Aaron Weimann, Gerry Tonkin‐Hill, Arun Prasad Pandurangan, Marta Matuszewska, Gemma G. R. Murray +4 more
2022· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
7
citations

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