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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
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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 2 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
Silicon isotopes in Antarctic sponges: an interlaboratory comparison
Katharine Hendry, Melanie J. Leng, Laura F. Robinson, Hilary J. Sloane, Jerzy Blusztjan, Rosalind E. M. Rickaby +2 more
2010· article· en· Antarctic Science· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
55
citations
affno abstractunlabeled
Compressibility and creep of a diatomaceous soil
Ghio Arenaldi Perisic, Carlos Ovalle, Antonio Barrios
2019· article· en· Engineering Geology· Materials Science
distilled prediction:candidate · noneconsensus · none
53
citations
affno abstractunlabeled
A time-calibrated multi-gene phylogeny of the diatom genus Pinnularia
Caroline Souffreau, Heroen Verbruggen, Alexander P. Wolfe, Pieter Vanormelingen, Peter A. Siver, Eileen J. Cox +4 more
2011· article· en· Molecular Phylogenetics and Evolution· Materials Science
distilled prediction:candidate · noneconsensus · none
51
citations
affunlabeled
Terrestrial diatoms as tracers in catchment hydrology: a review
Laurent Pfister, Carlos E. Wetzel, Julian Klaus, Núria Martínez‐Carreras, Marta Antonelli, Adriaan J. Teuling +1 more
2017· review· en· Wiley Interdisciplinary Reviews Water· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
45
citations
affno abstractunlabeled
Bio-Inspired Silicon-Based Materials
Paul M. Zelisko
2014· book· en· Advances in silicon science· Materials Science
distilled prediction:candidate · metaepi_narrow+sts+insufficient_payloadconsensus · insufficient_payload
41
citations
affno abstractunlabeled
Organosilicon Biotechnology
Mark B. Frampton, Paul M. Zelisko
2009· article· en· Silicon· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
39
citations
affunlabeled
Potential Roles for Diatomists in Nanotechnology
Richard Gordon, John Parkinson
2005· review· en· Journal of Nanoscience and Nanotechnology· Materials Science
distilled prediction:candidate · metaepi_narrowconsensus · none
38
citations

How this was built: Screen · Findings · About