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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.

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.

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 5 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.

afffundno abstractunlabeled
Polar bears and CITES: A rejoinder to Parsons and Cornick
Douglas A. Clark, Chanda L. Meek, John Cheechoo, Susan G. Clark, A. Lee Foote, David Lee +1 more
2012· article· en· Marine Policy· Health Professions
distilled prediction:candidate · stsconsensus · none
12
citations
affno abstractunlabeled
Humanizing marine spatial planning: A salutogenic approach
Kaitlyn Curran, Kayla M. Hamelin, Megan Bailey
2023· article· en· Marine Policy· Health Professions
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
11
citations
afffundno abstractunlabeled
A characterization of Australian shortfin mako shark anglers
Robert P. French, JM Lyle, William M. Twardek, Steven J. Cooke, Jayson M. Semmens
2019· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
10
citations
afffundunlabeled
Centering community values in marine planning
Fiona Beaty, Bridget John, Myia Antone, Jonathan P. Williams, Nathan Bennett, Nikita Wallia +1 more
2024· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · open_science+insufficient_payloadconsensus · none
9
citations
aboutno affno abstractunlabeled
Ocean zoning in the Northwest Atlantic
Penny A. Doherty, M. Blake Butler
2005· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
9
citations
affno abstractunlabeled
Value chain of the data-poor Chinese bay scallop aquaculture
Lance Yu, Xiaolan Tan, Xiaomu Guan, Yongtong Mu, Vicky W. Y. Lam, Rashid Sumaila
2023· article· en· Marine Policy· Business, Management and Accounting
distilled prediction:candidate · noneconsensus · none
7
citations
affno abstractunlabeled
Access and well-being in small-scale fisheries
Nathan Bennett, Antonio Calò, Paolo Guidetti, Marco Milazzo, Giulia Prato, Emna Ben Lamine +2 more
2024· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
7
citations
afffundno abstractunlabeled
Reply to Ziegler et al. “Adding perspectives to: Global trends in carbon dioxide (CO2) emissions from fuel combustion in marine fisheries from 1950-2016” and addressing concerns of using fishing effort to predict carbon dioxide emissions
Krista Greer, Dirk Zeller, Jessika Woroniak, Angie Coulter, Maeve Winchester, Maria Lourdes D. Palomares +1 more
2019· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
6
citations

How this was built: Screen · Findings · About