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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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npj Biofilms and Microbiomes
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Retraction
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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.

43 results · 1 filter active ·
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20172025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
43 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 43 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 43 of 43 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Spaceflight alters host-gut microbiota interactions
Emmanuel González, Michael Lee, Braden Tierney, Natalie Lipieta, Pamela Flores, M. Mishra +14 more
2024· article· en· npj Biofilms and Microbiomes· Medicine
distilled prediction:candidate · noneconsensus · none
28
citations
affunlabeled
Pathogenicity of commensal gut biofilm in prefrail aging
Guillaume Le Cosquer, Melissa Pannier, Elodie Meunier, Julie Thevenin, Elise Pyhourquet, Sophie Guyonnet +10 more
2025· article· en· npj Biofilms and Microbiomes· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
2
citations
affunlabeled
Microbiome and well-being: a meta-analysis
Marta Kowal, Piotr Sorokowski, Daniel David, Ioana Alexandra Iuga, Simone Renwick, Agnieszka Sorokowska
2025· review· en· npj Biofilms and Microbiomes· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
afffundunlabeled
Microbial solutions must be deployed against climate catastrophe
Raquel S. Peixoto, Christian R. Voolstra, Lisa Y. Stein, Philip Hugenholtz, Joana Falcão Salles, Shady A. Amin +12 more
2024· letter· en· npj Biofilms and Microbiomes· Energy
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
1
citations

How this was built: Screen · Findings · About