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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 Nutrition and Growth
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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.

1,681 results · 1 filter active ·
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20002025
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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.
1,681 works in the cohort · of 4,299,418page 6 of 34

Labels cover 2 of 1,681 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 1,681 of 1,681 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

afffundunlabeled
Climate change exacerbates nutrient disparities from seafood
William W. L. Cheung, Eva Maire, Muhammed A. Oyinlola, James P. W. Robinson, Nicholas A. J. Graham, Vicky W. Y. Lam +2 more
2023· article· en· Nature Climate Change· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
54
citations
afffundaboutunlabeled
Gadoid mariculture: development and future challenges
Olav Sigurd Kjesbu, Geir Lasse Taranger, Edward A. Trippel
2006· article· en· ICES Journal of Marine Science· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
54
citations
affunlabeled
Nutrition and health of fish
Santosh P. Lall
2000· article· es· Avances en Nutrición Acuicola· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
53
citations
afffundvenueunlabeled
Patterns of genome size variation in snapping shrimp
Nicholas W. Jeffery, Kristin M. Hultgren, Solomon T. C. Chak, T. Ryan Gregory, Dustin R. Rubenstein
2016· article· en· Genome· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
50
citations
fundno affno abstractunlabeled
Demand feeding and welfare in farmed fish
Joël Attia, Sandie Millot, Carole Di Poi, Marie‐Laure Bégout, N Chris, Francisco Javier Sánchez‐Vázquez +3 more
2011· review· en· Fish Physiology and Biochemistry· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
50
citations
afffundno abstractunlabeled
Metabolic zonation in teleost gastrointestinal tract
T. P. Mommsen, Heather L. Osachoff, M. E. Elliott
2003· article· en· Journal of Comparative Physiology B· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
49
citations

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