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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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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.

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 9 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. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

venueno affunlabeled
10.1016/0967-0653(96)83422-3
Roger H. Charlier, Christian P DeMeyer
2000· article· en· Time to knit· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
10
citations
venueno affunlabeled
10.1016/s0967-0653(97)81423-8
Theodore M. Hillyer, Eugene Z. Stakhiv, R. A. Sudar
2000· article· en· Time to knit· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
10
citations
affunlabeled
A sustainable ocean for all
Catarina Frazão Santos, Tundi Agardy, Edward H. Allison, Nathan Bennett, Jessica Blythe, Helena Calado +14 more
2022· article· en· npj Ocean Sustainability· Environmental Science
machine prediction:candidate · noneconsensus · none
10
citations
venueno affunlabeled
Preparing the ground for marine spatial planning in Ireland
Wesley Flannery, Eugene R. Nixon, Micheál Ó Cinnéide
2010· article· en· International Journal of Sustainable Development and Planning· Environmental Science
machine prediction:candidate · noneconsensus · none
10
citations
venueaboutno affunlabeled
Coming to Terms with Ocean Literacy
Sarah MacNeil, Carie Hoover, Julia Ostertag, Lilia Yumagulova, Lisa Glithero
2021· article· en· Canadian journal of environmental education· Environmental Science
machine prediction:candidate · noneconsensus · none
10
citations
aboutno affunlabeled
Coral reef protection is fundamental to human rights
Emma F. Camp, Irus Braverman, Genevieve Wilkinson, Christian R. Voolstra
2024· article· en· Global Change Biology· Environmental Science
machine prediction:candidate · noneconsensus · none
9
citations
fundno affunlabeled
Building the regional perspective: platforms for success
David E. Johnson, Carole Martinez, Ole Vestergaard, Dominique Duval‐Diop, Marie Romani, Martha C. McConnell +3 more
2014· article· en· Aquatic Conservation Marine and Freshwater Ecosystems· Environmental Science
machine prediction:candidate · noneconsensus · none
9
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
machine prediction:candidate · stsconsensus · none
9
citations
affno abstractunlabeled
New framework reveals gaps in US ocean biodiversity protection
Sarah Gignoux‐Wolfsohn, Daniel C. Dunn, Jesse Cleary, Patrick N. Halpin, Clarissa R. Anderson, Nicholas J. Bax +25 more
2024· article· en· One Earth· Environmental Science
machine prediction:candidate · noneconsensus · 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
machine prediction:candidate · noneconsensus · none
9
citations
affunlabeled
Global map of Local Climate Zones
Matthias Demuzere, Jonas Kittner, Alberto Martilli, Gerald Mills, Christian Moede, Iain D. Stewart +2 more
2023· dataset· en· Zenodo (CERN European Organization for Nuclear Research)· Environmental Science
machine prediction:candidate · noneconsensus · none
9
citations

How this was built: Screen · Findings · About