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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.

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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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PLoS Computational Biology
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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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20052025
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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.
718 works in the cohort · of 4,299,418page 8 of 15

Labels cover 1 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

aboutno affunlabeled
Nowcasting the 2022 mpox outbreak in England
Christopher E. Overton, Sam Abbott, Rachel Christie, Fergus Cumming, Julie Day, Owen Jones +3 more
2023· article· en· PLoS Computational Biology· Immunology and Microbiology
distilled prediction:candidate · insufficient_payloadconsensus · none
25
citations
affunlabeled
Phylogenies from dynamic networks
Cornelia Metzig, Oliver Ratmann, Daniela Bezemer, Caroline Colijn
2019· article· en· PLoS Computational Biology· Physics and Astronomy
distilled prediction:candidate · insufficient_payloadconsensus · none
25
citations
afffundunlabeled
Gate-based quantum computing for protein design
Mohammad Hassan Khatami, Udson C. Mendes, Nathan Wiebe, Philip M. Kim
2023· article· en· PLoS Computational Biology· Computer Science
distilled prediction:candidate · noneconsensus · none
25
citations
fundno affunlabeled
A novel single-cell based method for breast cancer prognosis
Xiaomei Li, Lin Liu, Gregory J. Goodall, Andreas Schreiber, Taosheng Xu, Jiuyong Li +1 more
2020· article· en· PLoS Computational Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
24
citations
affunlabeled
Quantitative Analysis of Cell Nucleus Organisation
Carol Shiels, Niall M. Adams, Suhail A. Islam, David A. Stephens, Paul S. Freemont
2007· review· en· PLoS Computational Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
23
citations
afffundunlabeled
Polarization and migration in the zebrafish posterior lateral line system
Hildur Knútsdóttir, Cole Zmurchok, Dhananjay Bhaskar, Eiríkur Pálsson, Damian Dalle Nogare, Ajay Chitnis +1 more
2017· article· en· PLoS Computational Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
22
citations
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