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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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Journal of Operational Oceanography
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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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The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

17 results · 1 filter active ·
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20082025
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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.
17 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 17 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 17 of 17 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
The Ocean Reanalyses Intercomparison Project (ORA-IP)
Magdalena Balmaseda, Fabrice Hernández, Andrea Storto, Matthew D. Palmer, Oscar Alves, Li Shi +42 more
2015· article· en· Journal of Operational Oceanography· Environmental Science
machine prediction:candidate · noneconsensus · none
310
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
machine prediction:candidate · noneconsensus · none
179
citations
affunlabeled
Status and future of global and regional ocean prediction systems
Marina Tonani, Magdalena Balmaseda, Laurent Bertino, Ed Blockley, Gary B. Brassington, Fraser Davidson +8 more
2015· article· en· Journal of Operational Oceanography· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
111
citations
affunlabeled
Status and future of data assimilation in operational oceanography
Matthew Martin, Magdalena Balmaseda, Laurent Bertino, Pierre Brasseur, Gary B. Brassington, J. Cummings +10 more
2015· article· en· Journal of Operational Oceanography· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
94
citations
affunlabeled
Strategies for simulating the drift of marine debris
Jonathan V. Durgadoo, Arne Biastoch, Adrian L. New, Siren Rühs, Aylmer J.G. Nurser, Yann Drillet +1 more
2019· article· en· Journal of Operational Oceanography· Engineering
machine prediction:candidate · noneconsensus · none
41
citations
affaboutunlabeled
GODAE OceanView Inter-comparison for the Australian Region
Prasanth Divakaran, Gary B. Brassington, Andrew Ryan, Charly Régnier, Todd Spindler, Avichal Mehra +4 more
2015· article· en· Journal of Operational Oceanography· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
35
citations
afffundaboutunlabeled
The Stokes drift in ocean surface drift prediction
Tamkpanka Tamtare, Dany Dumont, Cédric Chavanne
2021· article· en· Journal of Operational Oceanography· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
21
citations
affunlabeled
Synthesis of new scientific challenges for GODAE OceanView
A. Schiller, Mike Bell, Gary B. Brassington, Pierre Brasseur, Rosa Barciela, Pierre De Mey +11 more
2015· article· en· Journal of Operational Oceanography· Earth and Planetary Sciences
machine prediction:candidate · noneconsensus · none
20
citations

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