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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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Hydrobiologia
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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.

473 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.
473 works in the cohort · of 4,299,418page 1 of 10

Labels cover 0 of 473 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 473 of 473 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Habitat complexity: approaches and future directions
Katya E. Kovalenko, Sidinei Magela Thomaz, Danielle M. Warfe
2011· article· en· Hydrobiologia· Environmental Science
distilled prediction:candidate · noneconsensus · none
608
citations
afffundunlabeled
Increasing jellyfish populations: trends in Large Marine Ecosystems
Lucas Brotz, William W. L. Cheung, Kristin M. Kleisner, Evgeny A. Pakhomov, Daniel Pauly
2012· article· en· Hydrobiologia· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
422
citations
affno abstractunlabeled
Jellyfish in ecosystems, online databases, and ecosystem models
Daniel Pauly, William M. Graham, Simone Libralato, Lyne Morissette, Maria Lourdes D. Palomares
2008· article· en· Hydrobiologia· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
273
citations
affno abstractunlabeled
Plants in aquatic ecosystems: current trends and future directions
Matthew T. O’Hare, Francisca C. Aguiar, Takashi Asaeda, Elisabeth S. Bakker, Patricia A. Chambers, John S. Clayton +13 more
2017· article· en· Hydrobiologia· Environmental Science
distilled prediction:candidate · noneconsensus · none
166
citations
fundno affunlabeled
Biology of the freshwater diatom Didymosphenia: a review
B. A. Whitton, Neil Thomas William Ellwood, Barbara Kawecka
2009· review· en· Hydrobiologia· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
142
citations
affno abstractunlabeled
Lake Superior: an invasion coldspot?
Igor A. Grigorovich, Alexei V. Korniushin, Derek K. Gray, Ian C. Duggan, Robert I. Colautti, Hugh J. MacIsaac
2003· article· en· Hydrobiologia· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
94
citations
affno abstractunlabeled
Size paradigms in copepod communities: a re-examination
Russell R. Hopcroft, John C. Roff, Francisco P. Chávez
2001· article· en· Hydrobiologia· Earth and Planetary Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
86
citations

How this was built: Screen · Findings · About