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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.

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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 2 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.

affno abstractunlabeled
The future of ocean governance
Bianca Haas, Mary Mackay, Camilla Novaglio, Liam Fullbrook, Michael Murunga, Carla Sbrocchi +15 more
2021· review· en· Reviews in Fish Biology and Fisheries· Environmental Science
machine prediction:candidate · noneconsensus · none
118
citations
venueno affno abstractunlabeled
10.1016/s0967-0653(96)90604-3
Mark G. Healy, J. Pat Doody
2000· article· en· Time to knit· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
117
citations
venueno affunlabeled
A Systems Approach Framework for Coastal Zones
Tom Sawyer Hopkins, Denis Bailly, Josianne Støttrup
2011· article· en· Ecology and Society· Environmental Science
machine prediction:candidate · noneconsensus · none
109
citations
affunlabeled
Social equity is key to sustainable ocean governance
Katherine M. Crosman, Edward H. Allison, Yoshitaka Ota, Andrés M. Cisneros‐Montemayor, Gerald G. Singh, Wilf Swartz +20 more
2022· article· en· npj Ocean Sustainability· Environmental Science
machine prediction:candidate · noneconsensus · none
91
citations
affno abstractunlabeled
Oceanography from Space
Vittorio Barale, L. Alberotanza, Jim Gower
2010· book· en· Environmental Science
machine prediction:candidate · noneconsensus · none
89
citations
afffundunlabeled
Science-based management in decline in the Southern Ocean
Cassandra M. Brooks, Larry B. Crowder, Lisa M. Curran, Robert B. Dunbar, David G. Ainley, Klaus Dodds +2 more
2016· article· en· Science· Environmental Science
machine prediction:candidate · noneconsensus · none
84
citations
afffundno abstractunlabeled
From Mare Liberum to Mare Reservarum
Garry R. Russ, Dirk Zeller
2002· article· en· Marine Policy· Environmental Science
machine prediction:candidate · noneconsensus · none
78
citations
fundno affno abstractunlabeled
Limnology and Oceanography Letters
2018· paratext· en· Limnology and Oceanography Letters· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
78
citations
affunlabeled
Will understanding the ocean lead to “the ocean we want”?
Gerald G. Singh, Harriet Harden‐Davies, Edward H. Allison, Andrés M. Cisneros‐Montemayor, Wilf Swartz, Katherine M. Crosman +1 more
2021· article· en· Proceedings of the National Academy of Sciences· Environmental Science
machine prediction:candidate · noneconsensus · none
76
citations
affno abstractunlabeled
Social sustainability and equity in the blue economy
Nathan Bennett, Sebastián Villasante, María José Espinosa-Romero, Priscila F. M. Lopes, Samiya Ahmed Selim, Edward H. Allison
2022· article· en· One Earth· Environmental Science
machine prediction:candidate · noneconsensus · none
75
citations
afffundunlabeled
Making ocean literacy inclusive and accessible
Boris Worm, Carla Isobel Elliff, JG Fonseca, FR Gell, Catarina Serra-Gonçalves, Noelle K. Helder +4 more
2021· article· en· Ethics in Science and Environmental Politics· Environmental Science
machine prediction:candidate · open_scienceconsensus · none
74
citations
afffundunlabeled
The Politics of Ocean Governance Transformations
Jessica Blythe, Derek Armitage, Nathan Bennett, Jennifer J. Silver, Andrew M. Song
2021· article· en· Frontiers in Marine Science· Environmental Science
machine prediction:candidate · noneconsensus · none
73
citations
affaboutunlabeled
Adapting Inland Fisheries Management to a Changing Climate
Craig P. Paukert, Bob A. Glazer, Gretchen J. A. Hansen, Brian J. Irwin, Peter C. Jacobson, Jeffrey L. Kershner +3 more
2016· article· en· Fisheries· Environmental Science
machine prediction:candidate · noneconsensus · none
68
citations

How this was built: Screen · Findings · About