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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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Liquid Crystal Research Advancements
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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
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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.

844 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.
844 works in the cohort · of 4,299,418page 14 of 17

Labels cover 0 of 844 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 844 of 844 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Modeling liquid crystal lenses
Victor Reshetnyak, Oleksandr Sova, Yu-Jen Wang, Yi‐Hsin Lin
2020· article· en· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
2
citations
afffundno abstractunlabeled
On a divergence penalized Landau-de Gennes model
Lia Bronsard, Jinqi Chen, Léa Mazzouza, Daniel McDonald, Dominik Stantejsky, Lee van Brussel
2025· article· en· SeMA Journal· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations
afffundunlabeled
Columnar phases of three-fold molecular structures
Jean-Guy Démers, A. Caillé
2003· article· en· Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics· Materials Science
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
aboutno affunlabeled
Физические основы межфазной адгезии полимерная матрица – углеродные нанотрубки (нановолокна) нанокомпозитов
Луиза Бремовна Атлуханова, И. В. Долбин, Г. В. Козлов
2020· article· ru· Конденсированные среды и межфазные границы· Materials Science
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaepi_narrow+research_integrity+insufficient_payload
2
citations
affunlabeled
Quasilocalized Vibrations in Vitreous Silica
N. S. Shcheblanov, Mikhail E. Povarnitsyn, Jamie D. Wiles, Stephen R. Elliott, S. N. Taraskin
2020· article· en· physica status solidi (b)· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations
affunlabeled
Nanorods: Discotic Liquid Crystal‐Functionalized Gold Nanorods: 2‐ and 3D Self‐Assembly and Macroscopic Alignment as well as Increased Charge Carrier Mobility in Hexagonal Columnar Liquid Crystal Hosts Affected by Molecular Packing and π–π Interactions (Adv. Funct. Mater. 8/2015)
Xiang Feng, Lydia Sosa‐Vargas, S. Umadevi, Taizo Mori, Yo Shimizu, Torsten Hegmann
2015· article· en· Advanced Functional Materials· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affunlabeled
Holographic reflection gratings in dye-doped polymer materials
Rouslan Birabassov, Tigran Galstian
2000· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Materials Science
distilled prediction:candidate · metaepi_narrowconsensus · none
2
citations
affunlabeled
Nematic molecular core flexibility and chiral induction
Tzu-Chieh Lin, Ian R. Nemitz, Christopher J. McGrath, Christopher P. J. Schubert, Hiroshi Yokoyama, Robert P. Lemieux +1 more
2013· article· en· Physical Review E· Materials Science
distilled prediction:candidate · noneconsensus · none
1
citations

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