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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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Frontiers in Microbiology
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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.

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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.

1,641 results · 1 filter active ·
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20002025
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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.
1,641 works in the cohort · of 4,299,418page 1 of 33

Labels cover 1 of 1,641 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 1,641 of 1,641 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Microbiome Datasets Are Compositional: And This Is Not Optional
Gregory B. Gloor, Jean M. Macklaim, Vera Pawlowsky‐Glahn, Juan José Egozcue
2017· review· en· Frontiers in Microbiology· Dentistry
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
3,067
citations
affunlabeled
Environmental and Gut Bacteroidetes: The Food Connection
François Thomas, Jan‐Hendrik Hehemann, E. Rebuffet, Mirjam Czjzek, Gurvan Michel
2011· article· en· Frontiers in Microbiology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
1,342
citations
afffundunlabeled
Pseudomonas Aeruginosa: Resistance to the Max
Keith Poole
2011· article· en· Frontiers in Microbiology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
947
citations
afffundunlabeled
Pandemics Throughout History
Jocelyne Piret, Guy Boivin
2021· review· en· Frontiers in Microbiology· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
731
citations
affunlabeled
Primer and platform effects on 16S rRNA tag sequencing
Julien Tremblay, Kanwar Pal Singh, Alison Fern, Edward Kirton, Shaomei He, Tanja Woyke +4 more
2015· article· en· Frontiers in Microbiology· Environmental Science
distilled prediction:candidate · noneconsensus · none
528
citations
affunlabeled
The Gut Microbiota in Immune-Mediated Inflammatory Diseases
Jessica D. Forbes, Gary Van Domselaar, Çharles N. Bernstein
2016· review· en· Frontiers in Microbiology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
438
citations
affunlabeled
Metagenomics: The Next Culture-Independent Game Changer
Jessica D. Forbes, Natalie Knox, Jennifer Ronholm, Franco Pagotto, Aleisha Reimer
2017· review· en· Frontiers in Microbiology· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
328
citations
affunlabeled
Lactobacillus helveticus: the proteolytic system
Mansel W. Griffiths, A. M. Tellez
2013· article· en· Frontiers in Microbiology· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
230
citations

How this was built: Screen · Findings · About