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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.

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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 5 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.

afffundunlabeled
Bacteriocins to Thwart Bacterial Resistance in Gram Negative Bacteria
Soufiane Telhig, Laila Ben Said, Séverine Zirah, Ismaı̈l Fliss, Sylvie Rebuffat
2020· review· en· Frontiers in Microbiology· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · none
84
citations
aboutno affunlabeled
Global Diversity of Desert Hypolithic Cyanobacteria
Donnabella C. Lacap‐Bugler, Kevin C. Lee, Stephen D. J. Archer, Len N. Gillman, Maggie C. Y. Lau, Sebastian Leuzinger +8 more
2017· article· en· Frontiers in Microbiology· Environmental Science
distilled prediction:candidate · noneconsensus · none
81
citations
affunlabeled
Strong Seasonality in Arctic Estuarine Microbial Food Webs
Colleen T. E. Kellogg, J. W. McClelland, Kenneth H. Dunton, Byron C. Crump
2019· review· en· Frontiers in Microbiology· Environmental Science
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · insufficient_payload
80
citations
affunlabeled
Macromolecular networks and intelligence in microorganisms
Hans V. Westerhoff, Aaron N. Brooks, Evangelos Simeonidis, Rodolfo García-Contreras, Fei He, Fred C. Boogerd +3 more
2014· article· en· Frontiers in Microbiology· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
79
citations
affunlabeled
Generating viral metagenomes from the coral holobiont
Karen D. Weynberg, Elisha M. Wood‐Charlson, Curtis A. Suttle, Madeleine J. H. van Oppen
2014· article· en· Frontiers in Microbiology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
78
citations
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