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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
venuejournal
aboutaboutness

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 3 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
Epigenetic Regulation of Learning and Memory by Drosophila EHMT/G9a
Jamie M. Kramer, Korinna Kochinke, Merel A.W. Oortveld, Hendrik Marks, Daniela Kramer, Eiko K. de Jong +8 more
2011· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
214
citations
fundno affunlabeled
The Case for Selection at CCR5-Δ32
Pardis C. Sabeti, Emily Walsh, Patrick Varilly, Ben Fry, Holli B. Hutcheson, Mike Cullen +8 more
2005· article· en· PLoS Biology· Immunology and Microbiology
distilled prediction:candidate · insufficient_payloadconsensus · none
208
citations
afffundunlabeled
Determination of Stromal Signatures in Breast Carcinoma
Robert B. West, Dimitry S.A. Nuyten, Subbaya Subramanian, Torsten O. Nielsen, Christopher L. Corless, Brian P. Rubin +8 more
2005· article· en· PLoS Biology· Medicine
distilled prediction:candidate · noneconsensus · none
196
citations
affunlabeled
Hotspots of human impact on threatened terrestrial vertebrates
James R. Allan, James Watson, Moreno Di Marco, Christopher J. O’Bryan, Hugh P. Possingham, Scott Atkinson +1 more
2019· article· en· PLoS Biology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
191
citations
affunlabeled
Transcriptome Analysis of Mouse Stem Cells and Early Embryos
Alexei A. Sharov, Yulan Piao, Ryo Matoba, Dawood B. Dudekula, Yong Qian, Vincent VanBuren +33 more
2003· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
189
citations
afffundunlabeled
Aging in a Long-Lived Clonal Tree
Dilara Ally, Kermit Ritland, Sarah P. Otto
2010· article· en· PLoS Biology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
172
citations
affunlabeled
Where Next for Microbiome Research?
Matthew K. Waldor, Gene W. Tyson, Elhanan Borenstein, Howard Ochman, Andrew H. Moeller, B. Brett Finlay +4 more
2015· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
168
citations
fundno affunlabeled
A Cost of Sexual Attractiveness to High-Fitness Females
Tristan A. F. Long, Alison Pischedda, Andrew D. Stewart, William R. Rice
2009· article· en· PLoS Biology· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
162
citations
afffundunlabeled
How the microbiome challenges our concept of self
Tobias Rees, Thomas C. G. Bosch, Angela E. Douglas
2018· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
152
citations
affunlabeled
The COMBREX Project: Design, Methodology, and Initial Results
Brian P. Anton, Yi-Chien Chang, Peter Hendee Brown, Han-Pil Choi, Lina L. Faller, Jyotsna Guleria +68 more
2013· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
152
citations
afffundunlabeled
MAIT cells launch a rapid, robust and distinct hyperinflammatory response to bacterial superantigens and quickly acquire an anergic phenotype that impedes their cognate antimicrobial function: Defining a novel mechanism of superantigen-induced immunopathology and immunosuppression
Christopher R. Shaler, Joshua Choi, Patrick T. Rudak, Arash Memarnejadian, Peter A. Szabo, Mauro Enrique Tun‐Abraham +7 more
2017· article· en· PLoS Biology· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrowconsensus · none
151
citations

How this was built: Screen · Findings · About