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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 1 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.

affunlabeled
Rebuilding marine life
Carlos M. Duarte, Susana Agustı́, Edward B. Barbier, Gregory L. Britten, Juan Carlos Castilla, Jean‐Pierre Gattuso +9 more
2020· review· en· Nature· Environmental Science
machine prediction:candidate · noneconsensus · none
1,027
citations
affno abstractunlabeled
An index to assess the health and benefits of the global ocean
Benjamin S. Halpern, Catherine Longo, Darren Hardy, Karen L. McLeod, Jameal F. Samhouri, Steven K. Katona +27 more
2012· article· en· Nature· Environmental Science
machine prediction:candidate · noneconsensus · none
906
citations
affno abstractunlabeled
Horizon scan of global conservation issues for 2011
William J. Sutherland, Sarah Bardsley, Leon Bennun, Mick N. Clout, Isabelle M. Côté, Michael H. Depledge +4 more
2010· review· en· Trends in Ecology & Evolution· Environmental Science
machine prediction:candidate · noneconsensus · none
555
citations
affunlabeled
Preparing ocean governance for species on the move
Malin L. Pinsky, Gabriel Reygondeau, Richard Caddell, Juliano Palacios‐Abrantes, Jessica Spijkers, William W. L. Cheung
2018· article· en· Science· Environmental Science
machine prediction:candidate · noneconsensus · none
389
citations
aboutno affunlabeled
Coastal Zone Management Handbook
John R. Clark
2018· book· en· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · none
389
citations
afffundno abstractunlabeled
Enabling conditions for an equitable and sustainable blue economy
Andrés M. Cisneros‐Montemayor, Marcia Moreno‐Báez, Gabriel Reygondeau, William W. L. Cheung, Katherine M. Crosman, Pedro C. González‐Espinosa +6 more
2021· article· en· Nature· Environmental Science
machine prediction:candidate · noneconsensus · none
291
citations
affunlabeled
A Call for Deep-Ocean Stewardship
Kathryn J. Mengerink, Cindy Lee Van Dover, Jeff Ardron, Maria Baker, Elva Escobar‐Briones, Kristina M. Gjerde +7 more
2014· article· en· Science· Environmental Science
machine prediction:candidate · noneconsensus · none
223
citations
afffundunlabeled
Financing a sustainable ocean economy
U. Rashid Sumaila, Melissa Walsh, Kelly Hoareau, Anthony D. Cox, Louise Teh, Patrízia Raggi Abdallah +17 more
2021· review· en· Nature Communications· Environmental Science
machine prediction:candidate · noneconsensus · none
201
citations
affno abstractunlabeled
Marine spatial planning in practice
Jeremy S. Collie, Wiktor Adamowicz, Michael W. Beck, Bethany Craig, Timothy E. Essington, David Fluharty +2 more
2012· article· en· Estuarine Coastal and Shelf Science· Environmental Science
machine prediction:candidate · noneconsensus · none
200
citations
affunlabeled
Global Oceans Governance: New and Emerging Issues
Lisa M. Campbell, Noella J. Gray, Luke Fairbanks, Jennifer J. Silver, Rebecca L. Gruby, Bradford A. Dubik +1 more
2016· article· en· Annual Review of Environment and Resources· Environmental Science
machine prediction:candidate · noneconsensus · none
195
citations
affaboutunlabeled
Global rarity of intact coastal regions
Brooke Williams, James Watson, Hawthorne L. Beyer, Carissa J. Klein, Jamie Montgomery, Rebecca K. Runting +7 more
2021· article· en· Conservation Biology· Environmental Science
machine prediction:candidate · noneconsensus · none
166
citations
affunlabeled
Patterns and Emerging Trends in Global Ocean Health
Benjamin S. Halpern, Catherine Longo, Julia Stewart Lowndes, Benjamin D. Best, Melanie Frazier, Steven K. Katona +4 more
2015· article· en· PLoS ONE· Environmental Science
machine prediction:candidate · noneconsensus · none
140
citations
aboutno affunlabeled
The Privatization of the Oceans
Rögnvaldur Hannesson
2004· book· en· The MIT Press eBooks· Environmental Science
machine prediction:candidate · noneconsensus · none
137
citations
afffundno abstractunlabeled
The human and social dimensions of invasion science and management
Ross T. Shackleton, Brendon M. H. Larson, Ana Novoa, David M. Richardson, Christian A. Kull
2018· editorial· en· Journal of Environmental Management· Environmental Science
machine prediction:candidate · noneconsensus · none
136
citations

How this was built: Screen · Findings · About