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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 25 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 global compilation of coccolithophore calcification rates
Chris J. Daniels, Alex J. Poulton, William M. Balch, Emilio Marañón, Tim Adey, Bruce C. Bowler +25 more
2018· article· en· Earth system science data· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
34
citations
afffundaboutunlabeled
Elevated sources of cobalt in the Arctic Ocean
Randelle M. Bundy, Alessandro Tagliabue, Nicholas J. Hawco, Peter L. Morton, Benjamin S. Twining, Mariko Hatta +5 more
2020· article· en· Biogeosciences· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
34
citations
afffundunlabeled
Using Noble Gases to Assess the Ocean's Carbon Pumps
Roberta C. Hamme, David Nicholson, William J. Jenkins, Steven Emerson
2018· review· en· Annual Review of Marine Science· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
34
citations
affno abstractunlabeled
The SOLAS air–sea gas exchange experiment (SAGE) 2004
Mike Harvey, Cliff S. Law, M. J. Smith, Julie Hall, Edward R. Abraham, Craig Stevens +26 more
2010· article· en· Deep Sea Research Part II Topical Studies in Oceanography· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
33
citations
affno abstractunlabeled
Whole season net community production in the Weddell Sea
Mario Hoppema, Rob Middag, H. J. W. de Baar, Eberhard Fahrbach, Evaline M. van Weerlee, Helmuth Thomas
2007· article· en· Polar Biology· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
33
citations
affno abstractunlabeled
Colloids and the Ocean Carbon Cycle
Paul E. Kepkay
2005· book-chapter· en· ˜The œhandbook of environmental chemistry· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
33
citations

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