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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.

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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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Pickering emulsions and particle stabilization
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Abstract
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Study design
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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
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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.

623 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.
623 works in the cohort · of 4,299,418page 9 of 13

Labels cover 0 of 623 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 623 of 623 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

afffundunlabeled
Soap film catastrophes
Hamed Habibi, Rouslan Krechetnikov
2021· article· en· Journal of Fluid Mechanics· Materials Science
distilled prediction:candidate · noneconsensus · none
6
citations
afffundno abstractunlabeled
Pseudo-Gemini surfactants as switchable surfactants for foams
Tingting Yi, Yi Lu, Bo‐Yan Chen, Xinyang Wang, Mingshan Zhang, John M. Frostad +1 more
2025· article· en· Colloids and Surfaces A Physicochemical and Engineering Aspects· Materials Science
distilled prediction:candidate · noneconsensus · none
5
citations
affunlabeled
Elastic behavior of confined soap froth
Pierre Guyot, Andrew M. Kraynik, Douglas A. Reinelt, Sylvie Cohen‐Addad
2019· article· en· Soft Matter· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
4
citations
affno abstractunlabeled
Particle rotation speeds up capillary interactions
J. Hemauer, Mingfeng Qiu, James J. Feng, Jean-Christophe Loudet
2021· article· en· The European Physical Journal E· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
4
citations
afffundno abstractunlabeled
Pickering phase change slurries
Sepehr Saber, Mohammad Zargartalebi, Mohammad Amin Kazemi, David Sinton
2023· article· en· Journal of Colloid and Interface Science· Materials Science
distilled prediction:candidate · noneconsensus · none
4
citations
affunlabeled
A review of antifoam mechanisms in fermentation
Robert Pelton
2002· review· en· Journal of Industrial Microbiology & Biotechnology· Materials Science
distilled prediction:candidate · research_integrityconsensus · none
4
citations
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