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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.

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.

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 26 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
EGAD: Ultra-fast functional analysis of gene networks
Sara Ballouz, Melanie Weber, Paul Pavlidis, Jesse Gillis
2016· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
12
citations
affunlabeled
Measuring biodiversity from DNA in the air
Elizabeth L. Clare, Chloe K. Economou, Frances J. Bennett, Caitlin E. Dyer, Katherine Adams, Benjamin McRobie +2 more
2021· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Environmental Science
machine prediction:candidate · noneconsensus · none
12
citations
fundno affunlabeled
RNA interactions with CTCF are essential for its proper function
Ricardo Saldaña-Meyer, Javier Rodriguez-Hernaez, Mayilaadumveettil Nishana, Karina Jácome-López, Elphège P. Nora, Benoit G. Bruneau +3 more
2019· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
12
citations
affunlabeled
RCy3: Network Biology using Cytoscape from within R
Julia Gustavsen, Shraddha Pai, Ruth Isserlin, Barry Demchak, Alexander R. Pico
2019· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
12
citations
fundno affunlabeled
3D single-cell shape analysis using geometric deep learning
Matt De Vries, Lucas Dent, Nathan Curry, Leo Rowe-Brown, Vicky Bousgouni, Adam L. Tyson +2 more
2022· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
12
citations
afffundunlabeled
Uncovering the hidden antibiotic potential of Cannabis
Maya A. Farha, Omar M. El-Halfawy, Robert T. Gale, Craig R. MacNair, Lindsey A. Carfrae, Xiong Zhang +3 more
2019· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Medicine
machine prediction:candidate · noneconsensus · none
12
citations
affunlabeled
DNA Methylation Ageing Atlas Across 17 Human Tissues
Macsue Jacques, Kirsten Seale, Sarah Voisin, Anna Lysenko, Robin Grolaux, Bernadette Jones +21 more
2025· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Biochemistry, Genetics and Molecular Biology
machine prediction:candidate · noneconsensus · none
12
citations
fundno affunlabeled
Ultrasound Imaging of Gene Expression in Mammalian Cells
Arash Farhadi, Gabrielle H. Ho, Daniel P. Sawyer, Raymond W. Bourdeau, Mikhail G. Shapiro
2019· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Engineering
machine prediction:candidate · noneconsensus · none
12
citations
affunlabeled
Connecting the legs with a spring improves human running economy
Cole S. Simpson, Cara Gonzalez Welker, Scott D. Uhlrich, Sean M. Sketch, Rachel W. Jackson, Scott L. Delp +3 more
2018· preprint· en· bioRxiv (Cold Spring Harbor Laboratory)· Engineering
machine prediction:candidate · noneconsensus · none
12
citations

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