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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 5 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
Phytoplankton adapt to changing ocean environments
Andrew J. Irwin, Zoe V. Finkel, Frank Müller‐Karger, Luis Tróccoli
2015· article· en· Proceedings of the National Academy of Sciences· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
161
citations
afffundunlabeled
Putting the N in dinoflagellates
Steve Dagenais-Bellefeuille, David Morse
2013· review· en· Frontiers in Microbiology· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
157
citations
affunlabeled
Distribution of anthropogenic CO<sub>2</sub> in the Pacific Ocean
C. L. Sabine, Richard A. Feely, Robert M. Key, John L. Bullister, Frank J. Millero, Kitack Lee +4 more
2002· article· en· Global Biogeochemical Cycles· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
157
citations
affunlabeled
Objective global ocean biogeographic provinces
Matthew J. Oliver, Andrew J. Irwin
2008· article· en· Geophysical Research Letters· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
151
citations
aboutno affunlabeled
A critical review on control methods for harmful algal blooms
J.J. Gallardo‐Rodríguez, Allisson Astuya, Alejandra Llanos‐Rivera, Verónica Avello, Viviana Ulloa‐Jofré
2018· review· en· Reviews in Aquaculture· Earth and Planetary Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
151
citations
affunlabeled
Biogeochemical fluxes through microzooplankton
Erik T. Buitenhuis, Richard B. Rivkin, Sévrine Sailley, Corinne Le Quéré
2010· article· en· Global Biogeochemical Cycles· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
147
citations

How this was built: Screen · Findings · About