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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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Hydrogels: synthesis, properties, 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
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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.

749 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.
749 works in the cohort · of 4,299,418page 2 of 15

Labels cover 0 of 749 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 749 of 749 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Two-Way CO<sub>2</sub>-Switchable Triblock Copolymer Hydrogels
Dehui Han, Olivier Boissière, Surjith K. Kumar, Xia Tong, Luc Tremblay, Yue Zhao
2012· article· en· Macromolecules· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
146
citations
affunlabeled
Hyaluronic Acid Click Hydrogels Emulate the Extracellular Matrix
Shawn C. Owen, Stephanie A. Fisher, Roger Y. Tam, Chelsea M. Nimmo, Molly S. Shoichet
2013· article· en· Langmuir· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · insufficient_payloadconsensus · none
127
citations
fundno affno abstractunlabeled
Permeability mapping of gelatin methacryloyl hydrogels
Amir K. Miri, Hossein Goodarzi Hosseinabadi, Berivan Çeçen, Shabir Hassan, Yu Shrike Zhang
2018· article· en· Acta Biomaterialia· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
127
citations
afffundunlabeled
Stimuli-Responsive Hydrogels for Local Post-Surgical Drug Delivery
Esfandyar Askari, Amir Seyfoori, Meitham Amereh, Sadaf Samimi Gharaie, Hanieh Sadat Ghazali, Zahra Sadat Ghazali +2 more
2020· review· en· Gels· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · metaepi_narrowconsensus · none
116
citations
affunlabeled
Brushlike Interactions between Thermoresponsive Microgel Particles
Frank Scheffold, Pedro Dı́az-Leyva, Mathias Reufer, N. Ben Braham, Iseult Lynch, James L. Harden
2010· article· en· Physical Review Letters· Biochemistry, Genetics and Molecular Biology
distilled prediction:candidate · noneconsensus · none
101
citations
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