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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
fundfunder
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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
Evidence
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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 1 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.

affunlabeled
How Many Species Are There on Earth and in the Ocean?
Camilo Mora, Derek P. Tittensor, Sina M. Adl, Alastair G. B. Simpson, Boris Worm
2011· article· en· PLoS Biology· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
2,983
citations
afffundunlabeled
Identification of Birds through DNA Barcodes
Paul D. N. Hebert, Mark Y. Stoeckle, Tyler Zemlak, Charles M. Francis
2004· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
2,671
citations
afffundunlabeled
The Diploid Genome Sequence of an Individual Human
Samuel Lévy, Granger Sutton, Pauline C. Ng, Lars Feuk, Aaron L. Halpern, Brian P. Walenz +24 more
2007· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
1,820
citations
affunlabeled
Sex Determination: Why So Many Ways of Doing It?
Doris Bachtrog, Judith E. Mank, Catherine L. Peichel, Mark Kirkpatrick, Sarah P. Otto, Tia‐Lynn Ashman +8 more
2014· review· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
1,296
citations
afffundunlabeled
The Marine Viromes of Four Oceanic Regions
Florent Angly, Ben Felts, Mya Breitbart, Peter Salamon, Robert A. Edwards, Craig A. Carlson +12 more
2006· article· en· PLoS Biology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
948
citations
affunlabeled
Citation Advantage of Open Access Articles
Günther Eysenbach
2006· article· en· PLoS Biology· Decision Sciences
distilled prediction:candidate · metaresearch+bibliometrics+scholarly_communicationconsensus · bibliometrics
830
citations
afffundunlabeled
Best Practices for Scientific Computing
Greg Wilson, D. A. Aruliah, C. Titus Brown, Neil Chue Hong, M. Ryleigh Davis, Richard Guy +7 more
2014· article· en· PLoS Biology· Decision Sciences
distilled prediction:candidate · metaresearch+insufficient_payloadconsensus · none
721
citations
fundno affunlabeled
Sequence-Specific Inhibition of Small RNA Function
György Hutvágner, Martin J. Simard, Craig C. Mello, Phillip D. Zamore
2004· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
576
citations
affunlabeled
Management Effectiveness of the World's Marine Fisheries
Camilo Mora, Ransom A. Myers, Marta Coll, Simone Libralato, Tony J. Pitcher, Rashid Sumaila +4 more
2009· article· en· PLoS Biology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
543
citations
affunlabeled
A Specificity Map for the PDZ Domain Family
Raffi Tonikian, Yingnan Zhang, Stephen L. Sazinsky, Bridget Currell, Jung-Hua Yeh, Boris Reva +12 more
2008· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
491
citations
affunlabeled
Assessing scientists for hiring, promotion, and tenure
David Moher, Florian Naudet, Ioana A. Cristea, Frank Miedema, John P. A. Ioannidis, Steven N. Goodman
2018· article· en· PLoS Biology· Medicine
distilled prediction:candidate · metaresearchconsensus · none
486
citations
afffundunlabeled
Cell Fate Decision as High-Dimensional Critical State Transition
Mitra Mojtahedi, Alexander Skupin, Joseph Zhou, Ivan G. Castaño, Rebecca Y. Y. Leong-Quong, Hannah Chang +3 more
2016· article· en· PLoS Biology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
410
citations
affunlabeled
Biofilm Matrix Regulation by Candida albicans Zap1
Clarissa J. Nobile, Jeniel E. Nett, Aaron D. Hernday, Oliver Homann, Jean‐Sébastien Deneault, André Nantel +3 more
2009· article· en· PLoS Biology· Medicine
distilled prediction:candidate · noneconsensus · none
349
citations

How this was built: Screen · Findings · About