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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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Textile materials and evaluations
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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.

545 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.
545 works in the cohort · of 4,299,418page 2 of 11

Labels cover 1 of 545 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 545 of 545 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Wicking dynamics in yarns
2022· article· en· Journal of Colloid and Interface Science· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
30
citations
venueno affunlabeled
Study on the Evolution of Grass Cloth
2016· article· en· Asian Social Science· Materials Science
distilled prediction:candidate · noneconsensus · none
29
citations
afffundunlabeled
Synthetic Clothing and the Problem With Odor
2018· article· en· Clothing and Textiles Research Journal· Materials Science
distilled prediction:candidate · sts+scholarly_communicationconsensus · none
25
citations
affunlabeled
Woolenization of Jute Fibre
2017· article· en· European Scientific Journal ESJ· Materials Science
distilled prediction:candidate · sts+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
21
citations
afffundunlabeled
Polymer Melt Impregnation of Glass Roving
2002· article· en· International Polymer Processing· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
15
citations
afffundno abstractunlabeled
Bracing for Abscission
2018· letter· en· Cell· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
15
citations
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How this was built: Screen · Findings · About