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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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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
fundfunder
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aboutaboutness

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 3 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.

afffundunlabeled
Asymmetric Evolutionary Games
Alex McAvoy, Christoph Hauert
2015· article· en· PLoS Computational Biology· Social Sciences
distilled prediction:candidate · noneconsensus · none
88
citations
affunlabeled
Ten quick tips for teaching programming
Neil C. C. Brown, Greg Wilson
2018· article· en· PLoS Computational Biology· Computer Science
distilled prediction:candidate · noneconsensus · none
88
citations
affunlabeled
Nine quick tips for pathway enrichment analysis
Davide Chicco, Giuseppe Agapito
2022· article· en· PLoS Computational Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
79
citations
fundno affunlabeled
Hydrophobicity and Charge Shape Cellular Metabolite Concentrations
Arren Bar‐Even, Εlad Noor, Avi I. Flamholz, Joerg M. Buescher, Ron Milo
2011· review· en· PLoS Computational Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
79
citations
affunlabeled
Atlases of cognition with large-scale human brain mapping
Gaël Varoquaux, Yannick Schwartz, Russell A. Poldrack, Baptiste Gauthier, Danilo Bzdok, Jean‐Baptiste Poline +1 more
2018· article· en· PLoS Computational Biology· Neuroscience
distilled prediction:candidate · noneconsensus · none
75
citations

How this was built: Screen · Findings · About