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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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Marine and fisheries research
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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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venuejournal
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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.

5,649 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.
5,649 works in the cohort · of 4,299,418page 15 of 113

Labels cover 6 of 5,649 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 5,649 of 5,649 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.

venueno affunlabeled
Long-term changes in the North Sea ecosystem
Russell A. Clark, C.L.J. Frid
2001· article· en· Environmental Reviews· Environmental Science
machine prediction:candidate · noneconsensus · none
69
citations
affunlabeled
A global dataset of seaweed net primary productivity
Albert Pessarrodona, Karen Filbee‐Dexter, Kira A. Krumhansl, Morten Foldager Pedersen, Pippa J. Moore, Thomas Wernberg
2022· article· en· Scientific Data· Environmental Science
machine prediction:candidate · noneconsensus · none
69
citations
afffundunlabeled
Global change in the trophic functioning of marine food webs
Aurore Maureaud, Didier Gascuel, Mathieu Colléter, Maria Lourdes D. Palomares, Hubert du Pontavice, Daniel Pauly +1 more
2017· article· en· PLoS ONE· Environmental Science
machine prediction:candidate · noneconsensus · none
68
citations
afffundunlabeled
Ecosystem effects of invertebrate fisheries
Tyler D. Eddy, Heike K. Lotze, Elizabeth A. Fulton, Marta Coll, Cameron H. Ainsworth, Júlio Neves de Araujo +8 more
2016· article· en· Fish and Fisheries· Environmental Science
machine prediction:candidate · noneconsensus · none
67
citations
affvenueunlabeled
Food webs and the sustainability of indiscriminate fisheries
Kevin S. McCann, Gabriel Gellner, Bailey C. McMeans, Tina Deenik, Gordon W. Holtgrieve, Neil Rooney +3 more
2015· article· en· Canadian Journal of Fisheries and Aquatic Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
66
citations
affunlabeled
Performance review of simple management procedures
Thomas R. Carruthers, Laurence T. Kell, Doug Butterworth, Mark N. Maunder, Helena F Geromont, Carl J. Walters +5 more
2015· article· en· ICES Journal of Marine Science· Environmental Science
machine prediction:candidate · noneconsensus · none
65
citations

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