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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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Soft Matter
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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.

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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.

581 results · 1 filter active ·
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20052025
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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.
581 works in the cohort · of 4,299,418page 10 of 12

Labels cover 1 of 581 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 581 of 581 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Shaving and breaking bacterial chains with a viscous flow
Faustine Gomand, W. H. Mitchell, Jennifer Burgain, Jérémy Petit, Frédéric Borges, Saverio E. Spagnolie +1 more
2020· article· en· Soft Matter· Environmental Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
6
citations
afffundunlabeled
Energetics of cytoskeletal gel contraction
Matteo Ferraresso, Albert Kong, Mehadi Hasan, Daniele Agostinelli, Gwynn J. Elfring, Mattia Bacca
2023· article· en· Soft Matter· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
6
citations
afffundunlabeled
Liquid dewetting under a thin elastic film
Rafael D. Schulman, John Niven, Michiel A. Hack, Christian DiMaria, Kari Dalnoki‐Veress
2018· article· en· Soft Matter· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
6
citations
affunlabeled
When is a surface foam-phobic or foam-philic?
Miguel A. C. Teixeira, S. Arscott, S. J. Cox, P. I. C. Teixeira
2018· article· en· Soft Matter· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
6
citations
affunlabeled
Complex nearly immotile behaviour of enzymatically driven cargos
Olaolu Osunbayo, Christopher E. Miles, Florence Doval, Babu J.N. Reddy, James P. Keener, Michael Vershinin
2019· article· en· Soft Matter· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
5
citations
afffundunlabeled
Polymer margination in uniform shear flows
Venkat Balasubramanian, Colin Denniston
2018· article· en· Soft Matter· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
5
citations
affunlabeled
Freestanding organogels by molecular velcro of unsaturated amphiphiles
Vijai Shankar Balachandran, Kizhmuri P. Divya, Malick Samateh, Sai Sateesh Sagiri, Sitakanta Satapathy, Padmanava Pradhan +5 more
2019· article· en· Soft Matter· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
4
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
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