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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.

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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 2 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
The unique ecology of human predators
Chris T. Darimont, Caroline H. Fox, Heather M. Bryan, T. E. Reimchen
2015· article· en· Science· Environmental Science
distilled prediction:candidate · noneconsensus · none
444
citations
affvenueunlabeled
Incentive-based approaches to sustainable fisheries
R. Quentin Grafton, Ragnar Árnason, Trond Bjørndal, David Campbell, Harry F. Campbell, Colin Clark +13 more
2006· article· en· Canadian Journal of Fisheries and Aquatic Sciences· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
427
citations
affunlabeled
Global Patterns of Predator Diversity in the Open Oceans
Boris Worm, Marcel Sandow, Andreas Oschlies, Heike K. Lotze, Ransom A. Myers
2005· article· en· Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
411
citations
affno abstractunlabeled
Sustainability of deep-sea fisheries
Elliott A. Norse, Sandra Brooke, William W. L. Cheung, Malcolm R. Clark, Ivar Ekeland, Rainer Froese +8 more
2011· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
365
citations
affno abstractunlabeled
The trophic fingerprint of marine fisheries
Trevor A. Branch, Reg Watson, Elizabeth A. Fulton, Simon Jennings, Carey R. McGilliard, Grace T. Pablico +2 more
2010· article· en· Nature· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
361
citations
venueno affunlabeled
Fleet dynamics and fishermen behavior: lessons for fisheries managers
Trevor A. Branch, Ray Hilborn, Alan C. Haynie, Gavin Fay, Lucy Flynn, Jennifer Griffiths +5 more
2006· article· en· Canadian Journal of Fisheries and Aquatic Sciences· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
331
citations
affunlabeled
Projected impacts of climate change on marine fish and fisheries
Anne B. Hollowed, Manuel Barangé, Richard J. Beamish, Keith Brander, Kevern L. Cochrane, Kenneth F. Drinkwater +16 more
2013· article· en· ICES Journal of Marine Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
331
citations
afffundunlabeled
Foraging arena theory
Robert Ahrens, Carl J. Walters, Villy Christensen
2011· article· en· Fish and Fisheries· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
327
citations
affunlabeled
Otolith science entering the 21st century
Steven E. Campana
2005· article· en· Marine and Freshwater Research· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
320
citations
affunlabeled
Reconciling fisheries catch and ocean productivity
Charles A. Stock, Jasmin G. John, Ryan R. Rykaczewski, Rebecca G. Asch, William W. L. Cheung, John P. Dunne +4 more
2017· article· en· Proceedings of the National Academy of Sciences· Environmental Science
distilled prediction:candidate · noneconsensus · none
320
citations
affno abstractunlabeled
A bottom-up re-estimation of global fisheries subsidies
U. Rashid Sumaila, Ahmed Khan, Andrew Dyck, Reg Watson, Gordon R. Munro, Peter Tydemers +1 more
2010· article· en· Journal of Bioeconomics· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
307
citations
affno abstractunlabeled
Climate change, tropical fisheries and prospects for sustainable development
Vicky W. Y. Lam, Edward H. Allison, Johann D. Bell, Jessica Blythe, William W. L. Cheung, Thomas L. Frölicher +2 more
2020· review· en· Nature Reviews Earth & Environment· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
300
citations
affunlabeled
High Value and Long Life—Double Jeopardy for Tunas and Billfishes
Bruce B. Collette, Kent E. Carpenter, Beth Polidoro, Maria José Juan‐Jordá, André M. Boustany, David J. Die +26 more
2011· article· en· Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
298
citations
afffundno abstractunlabeled
Climatic influence on a marine fish assemblage
Martin J. Attrill, Michael Power
2002· article· en· Nature· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
294
citations
affunlabeled
The economics of fishing the high seas
Enric Sala, Juan Mayorga, Christopher Costello, David A. Kroodsma, Maria Lourdes D. Palomares, Daniel Pauly +2 more
2018· article· en· Science Advances· Environmental Science
distilled prediction:candidate · stsconsensus · none
285
citations
affno abstractunlabeled
On the processes linking climate to ecosystem changes
Kenneth F. Drinkwater, Grégory Beaugrand, Masahide Kaeriyama, Suam Kim, Geir Ottersen, R. Ian Perry +3 more
2009· article· en· Journal of Marine Systems· Environmental Science
distilled prediction:candidate · noneconsensus · none
284
citations
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