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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
fundfunder
venuejournal
aboutaboutness

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 5 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.

afffundunlabeled
Climate change impacts on coastal ecosystems
Ryan Guild, Xiuquan Wang, Pedro A. Quijón
2024· article· en· Environmental Research Climate· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
30
citations
affaboutunlabeled
Exploring ecosystem‐based management in the North Atlantic
Mark Dickey‐Collas, Jason S. Link, Paul V. R. Snelgrove, J. Murray Roberts, M. Robin Anderson, Ellen Kenchington +8 more
2022· article· en· Journal of Fish Biology· Environmental Science
distilled prediction:candidate · noneconsensus · none
30
citations
affunlabeled
Protect global values of the Southern Ocean ecosystem
Cassandra M. Brooks, David G. Ainley, Jennifer Jacquet, Steven L. Chown, Luis R. Pertierra, Elizabeth Francis +4 more
2022· article· en· Science· Environmental Science
distilled prediction:candidate · open_scienceconsensus · none
30
citations
affunlabeled
Participatory issues in fisheries governance in Europe
Cristina Pita, Ratana Chuenpagdee, Graham J. Pierce
2012· article· en· Management of Environmental Quality An International Journal· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
29
citations
aboutno affunlabeled
U.S. Fish and Wildlife Service
2013· article· en· Choice Reviews Online· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
28
citations
affno abstractunlabeled
Ocean extremes as a stress test for marine ecosystems and society
Kathryn E. Smith, Alex Sen Gupta, Michael T. Burrows, Karen Filbee‐Dexter, Alistair J. Hobday, Neil J. Holbrook +7 more
2025· article· en· Nature Climate Change· Environmental Science
distilled prediction:candidate · noneconsensus · none
27
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
venueno affunlabeled
10.1016/s0967-0653(98)84957-0
Ying Wang
2000· article· en· Time to knit· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
25
citations
affunlabeled
Estuaries, coastal marshes, tidal flats and coastal dunes
Denise J. Reed, Robin Davidson‐Arnott, Gerardo M. E. Perillo
2009· book-chapter· en· Cambridge University Press eBooks· Environmental Science
distilled prediction:candidate · metaepi_narrowconsensus · none
25
citations
affno abstractunlabeled
Shellfish Conflict in Baynes Sound: A Strategic Perspective
Luai Hamouda, Keith W. Hipel, D. Marc Kilgour
2004· article· en· Environmental Management· Environmental Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
24
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
affunlabeled
Making marine biotechnology work for people and nature
Robert Blasiak, Jean‐Baptiste Jouffray, Diva J. Amon, Joachim Claudet, Paul Dunshirn, Peter Søgaard Jørgensen +4 more
2023· article· en· Nature Ecology & Evolution· Environmental Science
distilled prediction:candidate · noneconsensus · none
23
citations

How this was built: Screen · Findings · About