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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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Silk-based biomaterials and applications
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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
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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.

400 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
400 works in the cohort · of 4,299,418page 1 of 8

Labels cover 0 of 400 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 400 of 400 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Elastic proteins: biological roles and mechanical properties
John M. Gosline, M. A. Lillie, Emily Carrington, Paul A. Guerette, Christine Ortlepp, K. Savage
2002· review· en· Philosophical Transactions of the Royal Society B Biological Sciences· Materials Science
distilled prediction:candidate · stsconsensus · none
840
citations
fundno affunlabeled
Cholesteric liquid crystals in living matter
Michel Mitov
2017· review· en· Soft Matter· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
313
citations
affno abstractunlabeled
Interpreting protein chemical shift data
David S. Wishart
2010· review· en· Progress in Nuclear Magnetic Resonance Spectroscopy· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
245
citations
afffundunlabeled
Biomaterials for Skin Substitutes
Mohammadali Sheikholeslam, Meghan E. E. Wright, Marc G. Jeschke, Saeid Amini‐Nik
2017· review· en· Advanced Healthcare Materials· Materials Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · none
218
citations
affunlabeled
Native spider silk as a biological optical fiber
N. Huby, Véronique Vié, Anne Renault, Sylvie Beaufils, Thierry Lefèvre, François Paquet‐Mercier +2 more
2013· article· en· Applied Physics Letters· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
120
citations
affunlabeled
Full-Length Minor Ampullate Spidroin Gene Sequence
Gefei Chen, Xiang‐Qin Liu, Yunlong Zhang, Senzhu Lin, Zijiang Yang, Jan Johansson +2 more
2012· article· en· PLoS ONE· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
100
citations
fundno affunlabeled
Silk-inspired polymers and proteins
John G. Hardy, Thomas Scheibel
2009· review· en· Biochemical Society Transactions· Materials Science
distilled prediction:candidate · metaepi_narrowconsensus · none
98
citations
affunlabeled
Consequences of Forced Silking
Christine Ortlepp, John M. Gosline
2004· article· en· Biomacromolecules· Materials Science
distilled prediction:candidate · noneconsensus · none
89
citations
affunlabeled
Visible light crosslinkable human hair keratin hydrogels
Kan Yue, Yanhui Liu, Batzaya Byambaa, Vaishali Singh, Wanjun Liu, Xiuyu Li +7 more
2017· article· en· Bioengineering & Translational Medicine· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
82
citations
affunlabeled
Supercontraction Stress in Spider Webs
K. Savage, Paul A. Guerette, John M. Gosline
2004· article· en· Biomacromolecules· Materials Science
distilled prediction:candidate · noneconsensus · none
67
citations

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