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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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Aquaculture disease management and microbiota
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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.

1,715 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.
1,715 works in the cohort · of 4,299,418page 1 of 35

Labels cover 0 of 1,715 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 1,715 of 1,715 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Gut Microbiota and Energy Homeostasis in Fish
Robyn Lisa Butt, Hélène Volkoff
2019· review· en· Frontiers in Endocrinology· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrowconsensus · none
614
citations
afffundno abstractunlabeled
Ecotoxicology and innate immunity in fish
Niels C. Bols, John L. Brubacher, Rosemarie Ganassin
2001· review· en· Developmental & Comparative Immunology· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
470
citations
aboutno affunlabeled
Vacunas de ADN para peces de vivero
Niels Lorenzen, Scott E Lapatra
2005· article· fr· Revue Scientifique et Technique de l OIE· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
240
citations
afffundno abstractunlabeled
Emerging viruses in aquaculture
Frederick SB Kibenge
2019· review· en· Current Opinion in Virology· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
184
citations
afffundunlabeled
Mechanisms of Fish Macrophage Antimicrobial Immunity
Leon Grayfer, Barış Kerimoğlu, Amulya Yaparla, Jordan W. Hodgkinson, Jiasong Xie, Miodrag Belosevic
2018· review· en· Frontiers in Immunology· Immunology and Microbiology
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
176
citations
afffundunlabeled
Parasitism perturbs the mucosal microbiome of Atlantic Salmon
Martin Llewellyn, S. Leadbeater, Carolina Falcón García, François‐Étienne Sylvain, María Custodio, Keng Pee Ang +5 more
2017· article· en· Scientific Reports· Immunology and Microbiology
distilled prediction:candidate · stsconsensus · none
171
citations

How this was built: Screen · Findings · About