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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 Policy
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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.

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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.

302 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.
302 works in the cohort · of 4,299,418page 1 of 7

Labels cover 1 of 302 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 302 of 302 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Key principles of marine ecosystem-based management
Rachel D. Long, Anthony Charles, Robert L. Stephenson
2015· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · open_science+insufficient_payloadconsensus · none
532
citations
afffundno abstractunlabeled
Trade secrets: Renaming and mislabeling of seafood
Jennifer Jacquet, Daniel Pauly
2007· article· en· Marine Policy· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
371
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
Global scope and economics of illegal fishing
U. Rashid Sumaila, Jacqueline Alder, Heather Mackenzie Keith
2005· article· en· Marine Policy· Economics, Econometrics and Finance
distilled prediction:candidate · noneconsensus · none
271
citations
affno abstractunlabeled
Climate change increases the risk of fisheries conflict
Elizabeth Mendenhall, Cullen S. Hendrix, Elizabeth Nyman, PM Roberts, John Robison Hoopes, James R. Watson +2 more
2020· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
149
citations
afffundno abstractunlabeled
Understanding the cost of establishing marine protected areas
Ashley McCrea-Strub, Dirk Zeller, U. Rashid Sumaila, Jay Nelson, Andrew Balmford, Daniel Pauly
2010· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
132
citations
afffundunlabeled
An appeal for a code of conduct for marine conservation
Nathan Bennett, Lydia C. L. Teh, Yoshitaka Ota, Patrick Christie, Adam L. Ayers, Jon Day +19 more
2017· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · noneconsensus · none
123
citations
affunlabeled
Valuing seafood: The Peruvian fisheries sector
Villy Christensen, Santiago de la Puente, Juan Carlos Sueiro, Jeroen Steenbeek, Patrícia Majluf
2013· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
101
citations
affunlabeled
Rights of Nature: Perspectives for Global Ocean Stewardship
Harriet Harden‐Davies, Fran Humphries, Michelle Maloney, Glen Wright, Kristina M. Gjerde, Marjo Vierros
2020· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
94
citations
affno abstractunlabeled
The deep sea: The new frontier for ecological restoration
Zaira Da Ros, Antonio Dell’Anno, Telmo Morato, Andrew K. Sweetman, Marina Carreiro‐Silva, Chris Smith +8 more
2019· article· en· Marine Policy· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
85
citations
afffundno abstractunlabeled
Creating local management legitimacy
Evelyn Pinkerton, Leonard John
2008· article· en· Marine Policy· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
84
citations

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