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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 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.

616 results · 1 filter active ·
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20032025
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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.
616 works in the cohort · of 4,299,418page 4 of 13

Labels cover 3 of 616 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 616 of 616 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

fundno affunlabeled
Stochastic Expression of the Interferon-β Gene
Mingwei Zhao, Jiangwen Zhang, Hemali Phatnani, Stefanie Scheu, Tom Maniatis
2012· article· en· PLoS Biology· Immunology and Microbiology
distilled prediction:candidate · insufficient_payloadconsensus · none
133
citations
affunlabeled
Submission of Microarray Data to Public Repositories
Catherine A. Ball, Alvis Brāzma, Helen C. Causton, Steve Chervitz, Ron Edgar, Pascal Hingamp +12 more
2004· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
122
citations
fundno affunlabeled
Neutrality in the Metaorganism
Michael Sieber, Lucía Pita, Nancy Weiland‐Bräuer, Philipp Dirksen, Jun Wang, Benedikt M. Mortzfeld +8 more
2019· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
120
citations
fundno affunlabeled
Shavenbaby Couples Patterning to Epidermal Cell Shape Control
Hélène Chanut-Delalande, Isabelle Fernandes, Fernando Roch, François Payre, Serge Plaza
2006· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
113
citations
afffundunlabeled
Life in a World without Microbes
Jack A. Gilbert, Josh D. Neufeld
2014· article· en· PLoS Biology· Social Sciences
distilled prediction:candidate · noneconsensus · none
109
citations
affunlabeled
Antarctica and the strategic plan for biodiversity
Steven L. Chown, Cassandra M. Brooks, Aleks Terauds, Céline Le Bohec, Céline van Klaveren-Impagliazzo, Jason D. Whittington +17 more
2017· article· en· PLoS Biology· Environmental Science
distilled prediction:candidate · noneconsensus · none
107
citations

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