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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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Coral and Marine Ecosystems Studies
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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
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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.

2,134 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.
2,134 works in the cohort · of 4,299,418page 25 of 43

Labels cover 5 of 2,134 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 2,134 of 2,134 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/s0967-0653(98)85133-8
Serge Planes, René Galzin
2000· article· en· Time to knit· Environmental Science
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
8
citations
affunlabeled
<i>Porites</i> Calcifying Fluid pH on Seasonal to Diurnal Scales
Oliver Knebel, Carlos P. Carvajal, Christopher D. Standish, Elwyn de la Vega, Thomas B. Chalk, Emma Ryan +4 more
2021· article· en· Journal of Geophysical Research Oceans· Environmental Science
machine prediction:candidate · noneconsensus · none
8
citations
affno abstractunlabeled
Layering solutions to conserve tropical coral reefs in crisis
Carlos M. Duarte, Jessica Blythe, Michelle Devlin, Nathalie Hilmi, Shannon G. Klein, Britta Schaffelke +3 more
2025· article· en· Nature Reviews Biodiversity· Environmental Science
machine prediction:candidate · noneconsensus · none
8
citations
affno abstractunlabeled
Coral Reefs of the Cayman Islands
Alan Logan
2013· book-chapter· en· Coral reefs of the world· Environmental Science
machine prediction:candidate · noneconsensus · none
8
citations
fundno affunlabeled
Coral diversity and disease in Mexico
C. D. Harvell, G. Smith, Rosa E. Rodríguez-Martínez, Jose Alfredo Ocegueda Sanchez, J. R. Ward, E. Jordán-Dahlgren +3 more
2021· article· en· UNC Libraries· Environmental Science
machine prediction:candidate · noneconsensus · none
8
citations
fundno affno abstractunlabeled
Coupled beta diversity patterns among coral reef benthic taxa
Jamie M. McDevitt‐Irwin, Carrie V. Kappel, Alastair R. Harborne, Peter J. Mumby, Daniel R. Brumbaugh, Fiorenza Micheli
2021· article· en· Oecologia· Environmental Science
machine prediction:candidate · noneconsensus · none
8
citations
aboutno affunlabeled
Marine protected area and climate change: A mapping review
Parashuram Kallem, Idham Sumarto Pratama, Fathurrahman Lananan, Lee Seong Wei, Zulhisyam Abdul Kari, Huan Gao +2 more
2025· review· en· Ecological Informatics· Environmental Science
machine prediction:candidate · noneconsensus · none
7
citations
affunlabeled
Characterization of Northern Gulf of Mexico Deepwater Hard Bottom Communities with Emphasis on &lt;i&gt;Lophelia&lt;/i&gt; Coral - &lt;i&gt;Lophelia&lt;/i&gt; Reef Megafaunal Community Structure, Biotopes, Genetics, Microbial Ecology, and Geology (2004–2006)
Randall Et, Michael T. Randall, Kirsten Luke, April D. Norem, Jana M. Miller, Kenneth J. Sulak +11 more
2008· article· en· Antarctica A Keystone in a Changing World· Environmental Science
machine prediction:candidate · noneconsensus · none
7
citations
affno abstractunlabeled
Towards Autonomous Robotic Coral Reef Health Assessment
Travis Manderson, Jimmy Li, David Cortés Poza, Natasha K. Dudek, David Meger, Gregory Dudek
2016· book-chapter· en· Springer tracts in advanced robotics· Environmental Science
machine prediction:candidate · noneconsensus · none
7
citations
afffundunlabeled
Managing nutrition-biodiversity trade-offs on coral reefs
Eva Maire, James P. W. Robinson, Matthew McLean, Suchinta Arif, Jessica Zamborain‐Mason, Joshua E. Cinner +6 more
2024· article· en· Current Biology· Environmental Science
machine prediction:candidate · noneconsensus · none
7
citations

How this was built: Screen · Findings · About