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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 128 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.

afffundunlabeled
pUdOs: concise plasmids for bacterial and mammalian cells
France Ourida Manigat, Louise B. Connell, Brittany N. Stewart, Abdel-Rahman LePabic, Christian Tessier, Johnathon R. Emlaw +5 more
2023· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Molecular mechanism of plasmid-borne resistance to sulfonamides
Meenakshi Venkatesan, Michael Fruci, Lou Ann Verellen, T. Skarina, Nathalie Mesa, P.J. Stogios +1 more
2022· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Mapping energy metabolism systems in the human brain
Moohebat Pourmajidian, Justine Y. Hansen, Golia Shafiei, Bratislav Mišić, Alain Dagher
2025· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Medicine
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Defining the lineage of thermogenic perivascular adipose tissue
Anthony R. Angueira, Alexander P. Sakers, Lan Cheng, Rojesh Shrestha, Chihiro Okada, Kirill Batmanov +2 more
2020· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Medicine
machine prediction:candidate · noneconsensus · none
3
citations
affunlabeled
Oligogenic rare variant contributions in schizophrenia and their convergence with genes harbouring <i>de novo</i> mutations in schizophrenia, autism and intellectual disability: Evidence from multiplex families
Jibin John, Prachi Kukshal, Triptish Bhatia, Ricardo Harripaul, Vishwajit L. Nimgaonkar, S.N. Deshpande +1 more
2019· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
3
citations

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