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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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Coastal and Marine Management
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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.

1,751 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.
1,751 works in the cohort · of 4,299,418page 4 of 36

Labels cover 8 of 1,751 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 1,751 of 1,751 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Key components of sustainable climate-smart ocean planning
Catarina Frazão Santos, Tundi Agardy, Larry B. Crowder, Jon Day, Malin L. Pinsky, Amber Himes‐Cornell +9 more
2024· article· en· npj Ocean Sustainability· Environmental Science
distilled prediction:candidate · noneconsensus · none
39
citations
affunlabeled
Toward a Sociology of Oceans
John Hannigan
2017· article· en· Canadian Review of Sociology/Revue canadienne de sociologie· Environmental Science
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · none
38
citations
affunlabeled
Avoiding Empty Ocean Commitments at Rio+20
Liane Veitch, Nicholas K. Dulvy, Heather J. Koldewey, Susan Lieberman, Daniel Pauly, Callum M. Roberts +2 more
2012· article· en· Science· Environmental Science
distilled prediction:candidate · open_science+insufficient_payloadconsensus · insufficient_payload
37
citations
affno abstractunlabeled
Governance characteristics of large marine ecosystems
Robin Mahon, Lucia Fanning, Patrick McConney, Richard Β. Pollnac
2010· article· en· Marine Policy· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
36
citations
venueno affunlabeled
Coastal Tourism: Opportunity and Sustainability
Tuhin Ghosh
2011· article· en· Journal of Sustainable Development· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
33
citations
afffundunlabeled
Why blue carbon cannot truly offset fossil fuel emissions
Sophia C. Johannessen, James R. Christian
2023· article· en· Communications Earth & Environment· Environmental Science
distilled prediction:candidate · open_science+insufficient_payloadconsensus · insufficient_payload
33
citations

How this was built: Screen · Findings · About