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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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Aerogels and thermal insulation
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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.

264 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.
264 works in the cohort · of 4,299,418page 4 of 6

Labels cover 0 of 264 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 264 of 264 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Liquid‐Templating Aerogels (Adv. Mater. 42/2023)
Seyyed Alireza Hashemi, Ahmadreza Ghaffarkhah, Milad Goodarzi, Amir Nazemi, Gabriel Banvillet, Abbas S. Milani +7 more
2023· article· en· Advanced Materials· Chemistry
distilled prediction:candidate · insufficient_payloadconsensus · insufficient_payload
3
citations
afffundunlabeled
Additive manufacturing of aerogels: Recent advancements and innovations
Omid Aghababaei Tafreshi, Esmat Sheydaeian, Mohammed A.S. Ba Dughaish, Shahriar Ghaffari‐Mosanenzadeh, Zia Saadatnia, Hani E. Naguib
2025· article· en· Applied Materials Today· Chemistry
distilled prediction:candidate · insufficient_payloadconsensus · none
3
citations
affno abstractunlabeled
Glows and shadows of thermal insulation
Mark Bomberg
2013· article· en· Frontiers of Architectural Research· Chemistry
distilled prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Integrative Sol–Gel Chemistry
Martin Depardieu, Natacha Kinadjian, David Portehault, Rénal Backov, Clément Sánchez
2015· preprint· en· Chemistry
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affno abstractunlabeled
Processing of Microcellular Ceramics
Young‐Wook Kim, Shin‐Han Kim, Chunmin Wang, Chul B. Park, Hai-Doo Kim
2003· article· en· Preprints of Annual Meeting of The Ceramic Society of Japan Preprints of Fall Meeting of The Ceramic Society of Japan 16th Fall Meeting of The Ceramic Society of Japan & The 5th International Meeting of Pacific Rim Ceramic Societies(PacRim5)· Chemistry
distilled prediction:candidate · metaepi_narrow+sts+open_science+research_integrityconsensus · metaepi_narrow+research_integrity
0
citations

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