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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
Evidence
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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 4 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 teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Evolving paradigms in biological carbon cycling in the ocean
Chuanlun Zhang, Hongyue Dang, Farooq Azam, Ronald Benner, Louis Legendre, Uta Passow +4 more
2018· article· en· National Science Review· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
192
citations
affunlabeled
Symbiotic unicellular cyanobacteria fix nitrogen in the Arctic Ocean
Katie Harding, Kendra A. Turk‐Kubo, Rachel E. Sipler, Matthew M. Mills, Deborah A. Bronk, Jonathan P. Zehr
2018· article· en· Proceedings of the National Academy of Sciences· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
191
citations
fundno affno abstractunlabeled
Hydrography of chromophoric dissolved organic matter in the North Atlantic
Norman B. Nelson, David A. Siegel, Craig A. Carlson, C. Swan, William M. Smethie, Samar Khatiwala
2007· article· en· Deep Sea Research Part I Oceanographic Research Papers· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
181
citations
affunlabeled
The carbon budget of the North Sea
Helmuth Thomas, Yann Bozec, H. J. W. de Baar, Khalid Elkalay, Michel Frankignoulle, Laure‐Sophie Schiettecatte +2 more
2005· article· en· Biogeosciences· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
179
citations
affunlabeled
Copernicus Marine Service Ocean State Report
Karina von Schuckmann, Pierre‐Yves Le Traon, Neville Smith, Ananda Pascual, Pierre Brasseur, Katja Fennel +115 more
2018· article· en· Journal of Operational Oceanography· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
179
citations
affvenueunlabeled
Carbocentric limnology: looking back, looking forward
Yves T. Prairie
2008· article· en· Canadian Journal of Fisheries and Aquatic Sciences· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
176
citations
affunlabeled
Modeling dissolved oxygen dynamics and hypoxia
M. Angélica Peña, Sergei Katsev, Temel Oǧuz, Denis Gilbert
2010· article· en· Biogeosciences· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
169
citations
affno abstractunlabeled
Harmful Algal Blooms
Sue B. Watson, Brian A. Whitton, Scott N. Higgins, Hans W. Paerl, Bryan W. Brooks, John D. Wehr
2015· book-chapter· en· Elsevier eBooks· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
166
citations
affunlabeled
Are ocean deserts getting larger?
Andrew J. Irwin, Matthew J. Oliver
2009· article· en· Geophysical Research Letters· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
165
citations

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