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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
fundfunder
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 1 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.

affno abstractunlabeled
Towards sustainability in world fisheries
Daniel Pauly, Villy Christensen, Sylvie Guénette, Tony J. Pitcher, U. Rashid Sumaila, Carl J. Walters +2 more
2002· review· en· Nature· Environmental Science
distilled prediction:candidate · research_integrity+insufficient_payloadconsensus · research_integrity
2,980
citations
affunlabeled
Global imprint of climate change on marine life
Elvira S. Poloczanska, Christopher J. Brown, William J. Sydeman, Wolfgang Kiessling, David S. Schoeman, Pippa J. Moore +14 more
2013· article· en· Nature Climate Change· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
2,221
citations
afffundunlabeled
Rebuilding Global Fisheries
Boris Worm, Ray Hilborn, Julia K. Baum, Trevor A. Branch, Jeremy S. Collie, Christopher Costello +15 more
2009· article· en· Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
2,199
citations
affno abstractunlabeled
Tracking apex marine predator movements in a dynamic ocean
Barbara A. Block, Ian D. Jonsen, Salvador J. Jorgensen, Arliss J. Winship, Scott A. Shaffer, Steven J. Bograd +15 more
2011· article· en· Nature· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
1,281
citations
affunlabeled
Trophic Cascades in a Formerly Cod-Dominated Ecosystem
Kenneth T. Frank, Brian Petrie, Jae S. Choi, William C. Leggett
2005· article· en· Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1,180
citations
affunlabeled
Tracking the global footprint of fisheries
David A. Kroodsma, Juan Mayorga, Timothy Hochberg, Nathan A. Miller, Kristina Boerder, Francesco Ferretti +8 more
2018· article· en· Science· Environmental Science
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
1,052
citations
affunlabeled
Estimating the Worldwide Extent of Illegal Fishing
David J. Agnew, John B. Pearce, Ganapathiraju Pramod, Tom Peatman, Reg Watson, J. R. Beddington +1 more
2009· article· en· PLoS ONE· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
981
citations
affno abstractunlabeled
Collapse and recovery of marine fishes
Jeffrey A. Hutchings
2000· article· en· Nature· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
913
citations
afffundno abstractunlabeled
Signature of ocean warming in global fisheries catch
William W. L. Cheung, Reg Watson, Daniel Pauly
2013· article· en· Nature· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
893
citations
affno abstractunlabeled
The Gulf: A young sea in decline
Charles Sheppard, Mohsen Al-Husiani, F. Al-Jamali, Faiza Al‐Yamani, Rob Baldwin, James M. Bishop +18 more
2009· review· en· Marine Pollution Bulletin· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
781
citations
affno abstractunlabeled
Electronic tagging and population structure of Atlantic bluefin tuna
Barbara A. Block, Steven L. H. Teo, Andreas Walli, André M. Boustany, Michael J. W. Stokesbury, Charles Farwell +3 more
2005· article· en· Nature· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
777
citations
affaboutno abstractunlabeled
Spring algal bloom and larval fish survival
Trevor Platt, Csar Fuentes-Yaco, Kenneth T. Frank
2003· article· en· Nature· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
577
citations
affno abstractunlabeled
Strontium and barium uptake in aragonitic otoliths of marine fish
Gretchen E. Bath, Simon R. Thorrold, Cynthia M. Jones, Steven E. Campana, J. W. McLaren, Joseph Lam
2000· article· en· Geochimica et Cosmochimica Acta· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
554
citations
affunlabeled
Management Effectiveness of the World's Marine Fisheries
Camilo Mora, Ransom A. Myers, Marta Coll, Simone Libralato, Tony J. Pitcher, Rashid Sumaila +4 more
2009· article· en· PLoS Biology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
543
citations
affunlabeled
Sustainability and Global Seafood
Martin D. Smith, Cathy A. Roheim, Larry B. Crowder, Benjamin S. Halpern, Mary Turnipseed, James L. Anderson +14 more
2010· article· en· Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
516
citations
afffundunlabeled
Global marine primary production constrains fisheries catches
Emmanuel Chassot, Sylvain Bonhommeau, Nicholas K. Dulvy, Frédéric Mélin, Reg Watson, Didier Gascuel +1 more
2010· article· en· Ecology Letters· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
499
citations
affunlabeled
The Future for Fisheries
Daniel Pauly, Jackie Alder, Elena M. Bennett, Villy Christensen, Peter Tyedmers, Reg Watson
2003· article· en· Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
483
citations
affunlabeled
Fishing down the deep
Telmo Morato, Reg Watson, Tony J. Pitcher, Daniel Pauly
2006· article· en· Fish and Fisheries· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
479
citations
affunlabeled
Reconsidering the Consequences of Selective Fisheries
Serge M. Garcia, Jeppe Kolding, J. Rice, M.-J. Rochet, Shijie Zhou, Takafumi Arimoto +12 more
2012· article· en· Science· Environmental Science
distilled prediction:candidate · sts+insufficient_payloadconsensus · none
477
citations
afffundunlabeled
Extinction, survival or recovery of large predatory fishes
Ransom A. Myers, Boris Worm
2005· article· en· Philosophical Transactions of the Royal Society B Biological Sciences· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
465
citations
affunlabeled
Climate Variability, Fish, and Fisheries
Patrick Lehodey, Jürgen Alheit, Manuel Barangé, T. Baumgartner, Grégory Beaugrand, Kenneth F. Drinkwater +7 more
2006· article· en· Journal of Climate· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
460
citations
affunlabeled
Hundred‐year decline of North Atlantic predatory fishes
Villy Christensen, Sylvie Guénette, Johanna J. Heymans, Carl J. Walters, Reg Watson, Dirk Zeller +1 more
2003· article· en· Fish and Fisheries· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
455
citations

How this was built: Screen · Findings · About