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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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Aquatic Ecosystems and Biodiversity
Retraction
Abstract
Evidence source
Study design
Label agreement
Label status

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.

373 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
373 works in the cohort · of 4,299,418page 1 of 8

Labels cover 0 of 373 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 373 of 373 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Multiple stressors cause rapid ecosystem change in Lake Victoria
Robert E. Hecky, Rose Mugidde, Patricia Ramlal, Michael R. Talbot, George W. Kling
2010· article· en· Freshwater Biology· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
351
citations
venueno affno abstractunlabeled
Balancing nutrient inputs to Lake Kivu
Fabrice A. Muvundja, Natacha Pasche, F. W. B. Bugenyi, Mwapu Isumbisho, Beat Müller, Jean Nepomuscene Namugize +4 more
2009· article· en· Journal of Great Lakes Research· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
82
citations
aboutno affunlabeled
Exotic species in large lakes of the world
Spencer R. Hall, Edward L. Mills
2000· article· en· Aquatic Ecosystem Health & Management· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
65
citations
affvenueno abstractunlabeled
Lake Victoria: Overview of research needs and the way forward
Chrisphine S. Nyamweya, Ted Lawrence, Migeni Z. Ajode, Stephanie Smith, Alfred O. Achieng, James E. Barasa +18 more
2023· article· en· Journal of Great Lakes Research· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
56
citations
affno abstractunlabeled
Counting the Last Fish
Daniel Pauly, Reg Watson
2003· article· en· Scientific American· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
55
citations
affno abstractunlabeled
When trash fish is treasure: The case of Ghana in West Africa
Francis Kofi Ewusie Nunoo, Josephine O. Boateng, Angela M. Ahulu, Kwame Adu Agyekum, U. Rashid Sumaila
2008· article· en· Fisheries Research· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · none
49
citations
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