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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 2 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
Current and future resources for functional metagenomics
Kathy N. Lam, Jiujun Cheng, Katja Engel, Josh D. Neufeld, Trevor C. Charles
2015· article· en· Frontiers in Microbiology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
180
citations
afffundunlabeled
Putting the N in dinoflagellates
Steve Dagenais-Bellefeuille, David Morse
2013· review· en· Frontiers in Microbiology· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
157
citations
aboutno affunlabeled
Mink, SARS-CoV-2, and the Human-Animal Interface
Florence Fenollar, Oleg Mediannikov, Max Maurin, Christian Devaux, Philippe Colson, Anthony Levasseur +2 more
2021· review· en· Frontiers in Microbiology· Medicine
distilled prediction:candidate · metaepi_narrowconsensus · none
156
citations
affunlabeled
Formaldehyde Stress Responses in Bacterial Pathogens
Nathan H. Chen, Karrera Y. Djoko, Frédéric J. Veyrier, Alastair G. McEwan
2016· review· en· Frontiers in Microbiology· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
153
citations
afffundunlabeled
Human Gut Microbiota: Toward an Ecology of Disease
Susannah Selber‐Hnatiw, Belise Rukundo, Masoumeh Ahmadi, Hayfa Akoubi, Hend Al-Bizri, Adelekan F. Aliu +97 more
2017· review· en· Frontiers in Microbiology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
148
citations
afffundunlabeled
The archaellum: how archaea swim
Sonja‐Verena Albers, Ken F. Jarrell
2015· article· en· Frontiers in Microbiology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
147
citations
affunlabeled
Back to the Future of Soil Metagenomics
Joseph Nesme, Wafa Achouak, Spiros N. Agathos, Mark Bailey, Petr Baldrián, Dominique Brunel +42 more
2016· article· en· Frontiers in Microbiology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
146
citations
afffundunlabeled
Genetic determinants of heat resistance in Escherichia coli
Ryan G. Mercer, Jinshui Zheng, Rigoberto Garcia-Hernandez, Lifang Ruan, Michael G. Gänzle, Lynn M. McMullen
2015· article· en· Frontiers in Microbiology· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
146
citations

How this was built: Screen · Findings · About