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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 3 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.

affno abstractunlabeled
Action and inertia in collaborative governance
Christina M. Kossmann, Jelle Behagel, Megan Bailey
2016· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · noneconsensus · none
32
citations
affno abstractunlabeled
Can farmed salmon production keep growing?
Yajie Liu, U. Rashid Sumaila
2007· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
32
citations
affno abstractunlabeled
Managing Bluefin Tuna in the Mediterranean Sea
U. Rashid Sumaila, Ling Huang
2011· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
31
citations
affno abstractunlabeled
The whaling issue
William Aron, William Burke, Milton M. R. Freeman
2000· article· en· Marine Policy· Social Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
30
citations
affno abstractunlabeled
Drivers of conflict and resilience in shifting transboundary fisheries
Jacqueline M. Vogel, Catherine Longo, Jessica Spijkers, Juliano Palacios‐Abrantes, Julia G. Mason, Colette C. C. Wabnitz +16 more
2023· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
28
citations
afffundno abstractunlabeled
Conservation ready marine spatial planning
Julie Reimer, Rodolphe Devillers, Brice Trouillet, Natalie C. Ban, Tundi Agardy, Joachim Claudet
2023· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
25
citations
affno abstractunlabeled
Towards integrated modeling of the long-term impacts of oil spills
Helena M. Solo‐Gabriele, Tom Fiddaman, Cecilie Mauritzen, Cameron H. Ainsworth, David M. Abramson, Igal Berenshtein +37 more
2021· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
25
citations
affno abstractunlabeled
Blueprint for Blue Economy implementation
Robert L. Stephenson, Alistair J. Hobday
2024· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
24
citations
affno abstractunlabeled
The ACIA, climate change and fisheries
William E. Schrank
2006· article· en· Marine Policy· Social Sciences
distilled prediction:candidate · stsconsensus · none
24
citations
affno abstractunlabeled
Catching some needed attention
Reg Watson, Jackie Alder, Adrian Kitchingman, Daniel Pauly
2004· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
22
citations

How this was built: Screen · Findings · About