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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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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.

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.

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 12 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
Adhesion as a trigger of droplet polarization in flowing emulsions
Iaroslava Golovkova, Lorraine Montel, Franck Pan, Élie Wandersman, Alexis Prevost, Thibault Bertrand +1 more
2021· preprint· en· Soft Matter· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
0
citations
fundno affunlabeled
Structured randomness: jamming of soft discs and pins
Prairie Wentworth-Nice, Sean A. Ridout, Brian Jenike, Ari Liloia, Amy Lisa Graves
2020· preprint· en· Soft Matter· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Three-dimensional compaction of soft granular packings
Manuel Cárdenas-Barrantes, David Cantor, Jonathan Barés, Mathieu Renouf, Émilien Azéma
2021· preprint· en· Soft Matter· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affunlabeled
Dynamics of passive and active membrane tubes
Sami C. Al-Izzi, Pierre Sens, Matthew S. Turner, Shigeyuki Komura
2020· preprint· en· Soft Matter· Chemistry
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affunlabeled
Driven dynamics in dense suspensions of microrollers
Brennan Sprinkle, Ernest B. van der Wee, Yixiang Luo, Michelle Driscoll, Aleksandar Donev
2020· preprint· en· Soft Matter· Physics and Astronomy
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations

How this was built: Screen · Findings · About