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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 2 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
SIRT1 Regulates HIV Transcription via Tat Deacetylation
Sara Pagans, Angelika Pedal, Brian J. North, Katrin Kaehlcke, Brett Marshall, Alexander Dorr +8 more
2005· article· en· PLoS Biology· Immunology and Microbiology
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
329
citations
afffundunlabeled
Cetaceans Have Complex Brains for Complex Cognition
Lori Marino, Richard C. Connor, R. Ewan Fordyce, Louis M. Herman, Patrick R. Hof, Louis Lefebvre +10 more
2007· review· en· PLoS Biology· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
327
citations
afffundunlabeled
The Fifth Adaptor Protein Complex
Jennifer Hirst, Lael D. Barlow, Gabriel Casey Francisco, Daniela A. Sahlender, Matthew Seaman, Joel B. Dacks +1 more
2011· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
302
citations
affunlabeled
Environmental Coupling of Selection and Heritability Limits Evolution
Alastair J. Wilson, J. M. Pemberton, J. G. PILKINGTON, David W. Coltman, Daniel Vincent Mifsud, Tim Clutton‐Brock +1 more
2006· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
290
citations
affunlabeled
Taxonomy based on science is necessary for global conservation
Scott Thomson, Richard L. Pyle, Shane T. Ahyong, Miguel A. Alonso-Zarazaga, Joe Ammirati, Juan Francisco Araya +177 more
2018· letter· en· PLoS Biology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
260
citations
afffundgemma · research_integritygpt · metaresearchmodels split
Research Ethics Recommendations for Whole-Genome Research: Consensus Statement
Timothy Caulfield, Amy L. McGuire, Mildred K. Cho, Janet A. Buchanan, Michael Burgess, Ursula Danilczyk +17 more
2008· article· en· PLoS Biology· Medicine
distilled prediction:candidate · metaresearch+sts+research_integrity+insufficient_payloadconsensus · metaresearch
241
citations
affunlabeled
Finding Our Way through Phenotypes
Andrew Deans, Suzanna Lewis, Eva Huala, Salvatore S. Anzaldo, Michael Ashburner, James P. Balhoff +67 more
2015· article· en· PLoS Biology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
222
citations

How this was built: Screen · Findings · About