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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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Surface Modification and Superhydrophobicity
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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
aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

1,225 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.
1,225 works in the cohort · of 4,299,418page 20 of 25

Labels cover 0 of 1,225 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 1,225 of 1,225 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affvenueunlabeled
Friction, wear and corrosion: learning from nature
Vesselin Stoilov, D. O. Northwood
2014· article· en· International Journal of Design & Nature and Ecodynamics· Materials Science
distilled prediction:candidate · noneconsensus · none
2
citations
affno abstractunlabeled
Ultra-repellency of Al surfaces: design and evaluation
Yuke Zhu, Yongmao Hu, Lingwei Ma, Heng‐Yong Nie, Woon‐Ming Lau
2018· article· en· Journal of Coatings Technology and Research· Materials Science
distilled prediction:candidate · noneconsensus · none
2
citations
afffundno abstractunlabeled
Metallic omniphobic surfaces via additive manufacturing
Mohammad Alipanahrostami, Peyman Alimehr, Mihaela Vlasea, Wei Wang
2025· article· en· Applied Materials Today· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
2
citations
fundno affunlabeled
Leaving pinotage behind
James Molesworth
2003· article· en· ˜The œWine spectator· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
1
citations
affunlabeled
Solution Precursor Plasma Sprayed Superhydrophobic Surface
Yuxuan Cai, Gisele Azimi, Thomas W. Coyle, J. Mostaghimi
2016· other· en· Ceramic transactions /Ceramic transactions· Materials Science
distilled prediction:candidate · metaepi_narrow+research_integrity+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
1
citations
afffundno abstractunlabeled
Wetting ridge dissipation at large deformations
Martin H. Essink, Stefan Karpitschka, Hamza K. Khattak, Kari Dalnoki‐Veress, E. H. van Brummelen, Jacco H. Snoeijer
2025· article· en· The European Physical Journal E· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations

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