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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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Marine and coastal ecosystems
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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.

3,624 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.
3,624 works in the cohort · of 4,299,418page 11 of 73

Labels cover 2 of 3,624 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 3,624 of 3,624 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
A Synthesis of Global Coastal Ocean Greenhouse Gas Fluxes
Laure Resplandy, Allison Hogikyan, Jens Daniel Müller, Raymond G. Najjar, Hermann W. Bange, Daniele Bianchi +29 more
2024· article· en· Global Biogeochemical Cycles· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
81
citations
afffundunlabeled
Physical forcing and phytoplankton distributions
Trevor Platt, Heather A. Bouman, Emmanuel Devred, César Fuentes‐Yaco, Shubha Sathyendranath
2005· article· en· Scientia Marina· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
79
citations
affunlabeled
Inorganic carbon uptake by Southern Ocean phytoplankton
Philippe D. Tortell, Chris Payne, Céline Guéguen, Robert F. Strzepek, Philip W. Boyd, Björn Rost
2008· article· en· Limnology and Oceanography· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
79
citations
affunlabeled
Assessing plankton and other particles in situ with the SOLOPC
David M. Checkley, Russ E. Davis, Alex W. Herman, George A. Jackson, B. Beanlands, L. A. Regier
2008· article· en· Limnology and Oceanography· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
77
citations
fundaboutno affunlabeled
Light attenuation characteristics of glacially‐fed lakes
Kevin C. Rose, David P. Hamilton, Craig E. Williamson, Chris McBride, Janet M. Fischer, Mark H. Olson +3 more
2014· article· en· Journal of Geophysical Research Biogeosciences· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
76
citations
afffundunlabeled
Climate-driven deoxygenation of northern lakes
Joachim Jansen, Gavin L. Simpson, Gesa A. Weyhenmeyer, Laura H. Härkönen, Andrew M. Paterson, Paul A. del Giorgio +1 more
2024· article· en· Nature Climate Change· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
76
citations

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