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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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Echinoderm biology and ecology
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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
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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.

422 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.
422 works in the cohort · of 4,299,418page 1 of 9

Labels cover 3 of 422 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 422 of 422 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

affunlabeled
The Genome of the Sea Urchin <i>Strongylocentrotus purpuratus</i>
Erica Sodergren, George M. Weinstock, Eric H. Davidson, R. Andrew Cameron, Richard A. Gibbs, Robert C. Angerer +221 more
2006· article· en· Science· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
1,154
citations
afffundunlabeled
Serial exploitation of global sea cucumber fisheries
Sean Anderson, Joanna Mills Flemming, Reg Watson, Heike K. Lotze
2010· article· en· Fish and Fisheries· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
375
citations
affno abstractunlabeled
Hemichordate genomes and deuterostome origins
Oleg Simakov, Takeshi Kawashima, Ferdinand Marlétaz, Jerry Jenkins, Ryo Koyanagi, Therese Mitros +55 more
2015· article· en· Nature· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
279
citations
affno abstractunlabeled
The echinoderm adhesome
Charles A. Whittaker, Karl‐F. Bergeron, James R. Whittle, Bruce P. Brandhorst, Robert D. Burke, Richard O. Hynes
2006· article· en· Developmental Biology· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
183
citations
venueno affunlabeled
10.1016/0967-0653(95)90956-y
Chantal Conand, Maria Bryne
2000· review· en· Time to knit· Agricultural and Biological Sciences
machine prediction:candidate · insufficient_payloadconsensus · insufficient_payload
169
citations
affno abstractunlabeled
Echinoderm Immunity
L. Courtney Smith, Julie Ghosh, Katherine M. Buckley, Lori A. Clow, Nolwenn M. Dheilly, Tor Haug +12 more
2010· review· en· Advances in experimental medicine and biology· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
158
citations
affno abstractunlabeled
Chapter 1 Introduction
Annie Mercier, Jean‐François Hamel
2009· review· en· Advances in marine biology· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
149
citations
fundno affunlabeled
Anticancer Activity of Sea Cucumber Triterpene Glycosides
Dmitry L. Aminin, Ekaterina S. Menchinskaya, Evgeny Pisliagin, Alexandra S. Silchenko, Sergey A. Avilov, Vladimir I. Kalinin
2015· review· en· Marine Drugs· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
147
citations
afffundunlabeled
Phylogenomic analysis of echinoderm class relationships supports Asterozoa
Maximilian J. Telford, Christopher J. Lowe, Christopher B. Cameron, Olga Ortega‐Martinez, Jochanan Aronowicz, Paola Oliveri +1 more
2014· article· en· Proceedings of the Royal Society B Biological Sciences· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
144
citations
affno abstractunlabeled
Widespread cloning in echinoderm larvae
Alexandra A. Eaves, A. Richard Palmer
2003· article· en· Nature· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
86
citations
fundno affunlabeled
Scalable Biosynthesis of the Seaweed Neurochemical, Kainic Acid
Jonathan R. Chekan, Shaun M. K. McKinnie, M. Moore, Shane G. Poplawski, Todd P. Michael, Bradley S. Moore
2019· article· en· Angewandte Chemie International Edition· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
83
citations
affunlabeled
Embryonic neurogenesis in echinoderms
Veronica F. Hinman, Robert D. Burke
2018· review· en· Wiley Interdisciplinary Reviews Developmental Biology· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
70
citations
affno abstractunlabeled
Culturing echinoderm larvae through metamorphosis
Jason Hodin, Andreas Heyland, Annie Mercier, Bruno Pernet, David Cohen, Jean‐François Hamel +5 more
2018· review· en· Methods in cell biology· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
63
citations
afffundno abstractunlabeled
Global knowledge on the commercial sea cucumber Holothuria scabra
Jean‐François Hamel, Igor Eeckhaut, Chantal Conand, Jiamin Sun, Guillaume Caulier, Annie Mercier
2022· review· en· Advances in marine biology· Agricultural and Biological Sciences
machine prediction:candidate · noneconsensus · none
50
citations

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