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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.

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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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Frontiers in Marine Science
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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.

774 results · 1 filter active ·
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20142025
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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.
774 works in the cohort · of 4,299,418page 1 of 16

Labels cover 2 of 774 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 774 of 774 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Ocean FAIR Data Services
Toste Tanhua, Sylvie Pouliquen, Jessica Hausman, Kevin O’Brien, Pip Bricher, T. De Bruin +27 more
2019· article· en· Frontiers in Marine Science· Computer Science
distilled prediction:candidate · scholarly_communication+open_scienceconsensus · scholarly_communication+open_science
244
citations
affunlabeled
Advancing Social Equity in and Through Marine Conservation
Nathan Bennett, Laure Katz, Whitney Yadao-Evans, Gabby N. Ahmadia, Scott Atkinson, Natalie C. Ban +15 more
2021· article· en· Frontiers in Marine Science· Environmental Science
distilled prediction:candidate · noneconsensus · none
223
citations
affaboutunlabeled
The Global High Frequency Radar Network
Hugh Roarty, Thomas M. Cook, Lisa Hazard, Doug George, Jack Harlan, Simone Cosoli +26 more
2019· article· en· Frontiers in Marine Science· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
174
citations
affunlabeled
OceanGliders: A Component of the Integrated GOOS
Pierre Testor, Brad de Young, Daniel L. Rudnick, Scott Glenn, Daniel R. Hayes, Craig M. Lee +96 more
2019· article· en· Frontiers in Marine Science· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
170
citations
affunlabeled
Ocean Reanalyses: Recent Advances and Unsolved Challenges
Andrea Storto, Aïda Alvera Azcarate, Magdalena Balmaseda, Alexander Barth, Matthieu Chevallier, François Counillon +17 more
2019· article· en· Frontiers in Marine Science· Environmental Science
distilled prediction:candidate · noneconsensus · none
149
citations
afffundaboutunlabeled
Imprint of Climate Change on Pan-Arctic Marine Vegetation
Dorte Krause‐Jensen, Philippe Archambault, Jorge Assis, Inka Bartsch, Kai Bischof, Karen Filbee‐Dexter +9 more
2020· article· en· Frontiers in Marine Science· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
138
citations
affunlabeled
Estimating the Abundance of Marine Mammal Populations
Philip S. Hammond, Tessa B. Francis, Dennis Heinemann, Kristy J. Long, Jeffrey E. Moore, André E. Punt +8 more
2021· article· en· Frontiers in Marine Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
123
citations
affunlabeled
Observing the Oceans Acoustically
Bruce M. Howe, Jennifer Miksis‐Olds, Eric Rehm, Hanne Sagen, Peter F. Worcester, Georgios Haralabus
2019· article· en· Frontiers in Marine Science· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
119
citations
affunlabeled
Future Research Directions on the “Elusive” White Shark
Charlie Huveneers, Kirin Apps, Edgar E. Becerril‐García, Barry D. Bruce, Paul A. Butcher, Aaron B. Carlisle +39 more
2018· article· en· Frontiers in Marine Science· Environmental Science
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
90
citations
afffundunlabeled
The Ocean Decade: A True Ecosystem Modeling Challenge
Johanna J. Heymans, Alida Bundy, Villy Christensen, Marta Coll, Kim de Mutsert, Elizabeth A. Fulton +4 more
2020· article· en· Frontiers in Marine Science· Environmental Science
distilled prediction:candidate · noneconsensus · none
83
citations
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