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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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Diatoms and Algae Research
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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.

1,851 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.
1,851 works in the cohort · of 4,299,418page 1 of 38

Labels cover 5 of 1,851 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 1,851 of 1,851 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
The Diatoms
John P. Smol, Matthew L. Julius, H. J. B. Birks, R. Jan Stevenson, Euan D. Reavie, Richard W. Battarbee +16 more
2010· book· en· Cambridge University Press eBooks· Materials Science
distilled prediction:candidate · noneconsensus · none
406
citations
afffundno abstractunlabeled
Barcoding Diatoms: Exploring Alternatives to COI-5P
Sarah E. Hamsher, Katharine Evans, David G. Mann, Aloisie Poulíčková, Gary W. Saunders
2011· article· en· Protist· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
191
citations
affunlabeled
AlgaeBase: An On-line Resource for Algae
Michael D. Guiry, Gwendoline M. Guiry, Liam Morrison, Fabio Rindi, Salvador Valenzuela Miranda, Arthur C. Mathieson +7 more
2014· article· en· Cryptogamie Algologie· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
156
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
affunlabeled
Barcoding diatoms: Is there a good marker?
Mónica B.J. Moniz, Irena Kaczmarska
2009· article· en· Molecular Ecology Resources· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
131
citations
affunlabeled
Dielectric Planar Defects in Colloidal Photonic Crystal Films
Nicolas Tétreault, Agustín Mihi, Hernán Míguez, Isabelle Rodríguez, Geoffrey A. Ozin, F. Meseguer +1 more
2004· article· en· Advanced Materials· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
125
citations
fundno affno abstractunlabeled
Bacterial cellulose/silica hybrid fabricated by mimicking biocomposites
Hideaki Maeda, Megumi Nakajima, Toshiki Hagiwara, Takashi Sawaguchi, Shoichiro Yano
2006· article· en· Journal of Materials Science· Materials Science
distilled prediction:candidate · scholarly_communication+insufficient_payloadconsensus · none
77
citations
afffundunlabeled
Diatom frustules as light traps enhance DSSC efficiency
Jeremiah Toster, K. Swaminathan Iyer, Wanchun Xiang, Federico Rosei, Leone Spiccia, Colin L. Raston
2012· article· en· Nanoscale· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
76
citations

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