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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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Annual Review of Marine Science
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Retraction
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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.

32 results · 1 filter active ·
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20092025
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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.
32 works in the cohort · of 4,299,418page 1 of 1

Labels cover 0 of 32 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 32 of 32 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Marine Heatwaves
Eric C. J. Oliver, Jessica A. Benthuysen, Sofia Darmaraki, Markus G. Donat, Alistair J. Hobday, Neil J. Holbrook +2 more
2020· review· en· Annual Review of Marine Science· Environmental Science
distilled prediction:candidate · metaepi_narrow+open_science+insufficient_payloadconsensus · insufficient_payload
681
citations
fundno affunlabeled
The Ecology of Seamounts: Structure, Function, and Human Impacts
Malcolm R. Clark, Ashley A. Rowden, Thomas A. Schlacher, Alan Williams, Mireille Consalvey, Karen Stocks +5 more
2009· review· en· Annual Review of Marine Science· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
582
citations
affunlabeled
DNA Barcoding of Marine Metazoa
Ann Bucklin, Dirk Steinke, Leocadio Blanco‐Bercial
2010· review· en· Annual Review of Marine Science· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
559
citations
affunlabeled
Biogeochemical Controls on Coastal Hypoxia
Katja Fennel, Jeremy M. Testa
2018· review· en· Annual Review of Marine Science· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
417
citations
affunlabeled
Resilience to Climate Change in Coastal Marine Ecosystems
Joanna R. Bernhardt, Heather M. Leslie
2012· review· en· Annual Review of Marine Science· Environmental Science
distilled prediction:candidate · metaepi_narrow+open_science+insufficient_payloadconsensus · insufficient_payload
322
citations
affunlabeled
Impacts of Climate Change on Marine Foundation Species
Thomas Wernberg, Mads S. Thomsen, Julia K. Baum, Melanie J. Bishop, John F. Bruno, Melinda A. Coleman +9 more
2023· review· en· Annual Review of Marine Science· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
244
citations
fundno affunlabeled
Climate, Anchovy, and Sardine
David M. Checkley, Rebecca G. Asch, Ryan R. Rykaczewski
2017· article· en· Annual Review of Marine Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
222
citations
affunlabeled
Modeling the Dynamics of Continental Shelf Carbon
Eileen E. Hofmann, Bronwyn Cahill, Katja Fennel, Marjorie A. M. Friedrichs, Kimberly Hyde, Cindy Lee +5 more
2010· review· en· Annual Review of Marine Science· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
102
citations
affunlabeled
The Biological Pump During the Last Glacial Maximum
Eric D. Galbraith, Luke C Skinner
2020· review· en· Annual Review of Marine Science· Earth and Planetary Sciences
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
73
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
distilled prediction:candidate · noneconsensus · none
34
citations
affunlabeled
Oil Transport Following the<i>Deepwater Horizon</i>Blowout
Michel C. Boufadel, Tamay M. Özgökmen, Scott A. Socolofsky, Vassiliki H. Kourafalou, Ruixue Liu, Kenneth Lee
2022· review· en· Annual Review of Marine Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
24
citations
affunlabeled
Shedding Light on the Sea: André Morel's Legacy to Optical Oceanography
David Antoine, Marcel Babin, Jean‐François Berthon, Annick Bricaud, Bernard Gentili, Hubert Loisel +2 more
2013· article· en· Annual Review of Marine Science· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
24
citations
affunlabeled
Revered and Reviled: The Plight of the Vanishing Sea Cucumbers
Annie Mercier, Steven W. Purcell, Emaline M. Montgomery, Jeff Kinch, Maria Byrne, Jean-François Hamel
2025· review· en· Annual Review of Marine Science· Agricultural and Biological Sciences
distilled prediction:candidate · noneconsensus · none
13
citations
affunlabeled
Life in the Frozen Ocean
Marcel Babin, Jody W. Deming, Éric Maréchal, Josephine Z. Rapp, Søren Rysgaard, Martin Vancoppenolle
2025· review· en· Annual Review of Marine Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations

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