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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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Limnology and 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.

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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.

682 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.
682 works in the cohort · of 4,299,418page 2 of 14

Labels cover 0 of 682 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 682 of 682 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
External control of bacterial community structure in lakes
Eva S. Lindström, Markus Forslund, Grete Algesten, Ann‐Kristin Bergström
2006· article· en· Limnology and Oceanography· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
151
citations
affunlabeled
Impacts of deep‐sea mining on microbial ecosystem services
Beth N. Orcutt, James A. Bradley, William J. Brazelton, Emily R. Estes, Jacqueline Goordial, Julie A. Huber +5 more
2020· article· en· Limnology and Oceanography· Earth and Planetary Sciences
distilled prediction:candidate · noneconsensus · none
141
citations
affunlabeled
Modeling lakes and reservoirs in the climate system
Murray Mackay, Patrick J. Neale, C. D. Arp, Lisette N. de Senerpont Domis, Xing Fang, Gideon Gal +14 more
2009· article· en· Limnology and Oceanography· Environmental Science
distilled prediction:candidate · noneconsensus · none
133
citations
affunlabeled
Phytoplankton niches estimated from field data
Andrew J. Irwin, Andrew M. Nelles, Zoe V. Finkel
2012· article· en· Limnology and Oceanography· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
133
citations
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How this was built: Screen · Findings · About