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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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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 7 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.

afffundaboutunlabeled
Bottom-Up Regulation of Capelin, a Keystone Forage Species
Alejandro D. Buren, Mariano Koen‐Alonso, Pierre Pepin, Fran Mowbray, Brian S. Nakashima, Garry B. Stenson +2 more
2014· article· en· PLoS ONE· Environmental Science
machine prediction:candidate · noneconsensus · none
133
citations
affaboutunlabeled
Trophic role of Atlantic cod in the ecosystem
Jason S. Link, Bjarte Bogstad, Henrik Sparholt, George R. Lilly
2008· article· en· Fish and Fisheries· Environmental Science
machine prediction:candidate · noneconsensus · none
131
citations
affunlabeled
Climate impacts on the Gulf of Maine ecosystem
Andrew J. Pershing, Michael A. Alexander, Damian C. Brady, David Brickman, Enrique Curchitser, Antony W. Diamond +8 more
2021· article· en· Elementa Science of the Anthropocene· Environmental Science
machine prediction:candidate · noneconsensus · none
130
citations
afffundaboutunlabeled
Seabird foraging behaviour indicates prey type
KH Elliott, Kevin Woo, A. J. Gaston, Simone Messerotti Benvenuti, Luigi Dall’Antonia, GK Davoren
2008· article· en· Marine Ecology Progress Series· Environmental Science
machine prediction:candidate · noneconsensus · none
129
citations
venueno affunlabeled
Thermal dynamics of ovarian maturation in Atlantic cod (Gadus morhua)
Olav Sigurd Kjesbu, David Righton, Maria Krüger‐Johnsen, Anders Thorsen, Kathrine Michalsen, Merete Fonn +1 more
2010· article· en· Canadian Journal of Fisheries and Aquatic Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
127
citations
affunlabeled
Empowering high seas governance with satellite vessel tracking data
Daniel C. Dunn, Caroline Jablonicky, Guillermo Ortuño Crespo, Douglas J. McCauley, David A. Kroodsma, Kristina Boerder +2 more
2018· article· en· Fish and Fisheries· Environmental Science
machine prediction:candidate · noneconsensus · none
126
citations
afffundunlabeled
Adaptation strategies to climate change in marine systems
Yoshitaka Ota, U. Rashid Sumaila, Andrés M. Cisneros‐Montemayor, William W. L. Cheung
2017· review· en· Global Change Biology· Environmental Science
machine prediction:candidate · noneconsensus · none
125
citations
affunlabeled
Fuelling the decline in UK fishing communities?
Kirsten Abernethy, Paul Trebilcock, Bereket Kebede, Edward H. Allison, Nicholas K. Dulvy
2010· article· en· ICES Journal of Marine Science· Environmental Science
machine prediction:candidate · noneconsensus · none
123
citations

How this was built: Screen · Findings · About