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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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Phase-change materials and chalcogenides
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Abstract
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Study design
Label agreement
Label status

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.

267 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.
267 works in the cohort · of 4,299,418page 4 of 6

Labels cover 0 of 267 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 267 of 267 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Transient photorefraction in a-Se films
A. Reznik, M. Klebanov, V. Lyubin
2009· article· en· Journal of Applied Physics· Materials Science
distilled prediction:candidate · noneconsensus · none
5
citations
affno abstractunlabeled
Entransy in Phase-Change Systems
Junjie Gu, Zhongxue Gan
2014· book· en· SpringerBriefs in applied sciences and technology· Materials Science
distilled prediction:candidate · metaepi_narrowconsensus · none
5
citations
afffundno abstractunlabeled
Short- and medium range order in GeTe4-Ag glasses
P. Jóvári, Virginie Nazabal, Catherine Boussard‐Plédel, S. Cui, I. Kaban, Š. Michalik +5 more
2022· article· en· Journal of Non-Crystalline Solids· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
3
citations
affunlabeled
Nonlinear Optical Fiber Couplers Made of Chalcogenide Glass
Mohsen Rezaei, Md Hosne Mobarak Shamim, Mohammed El Amraoui, Younès Messaddeq, Martin Rochette
2022· article· en· Conference on Lasers and Electro-Optics· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
2
citations
fundno affno abstractunlabeled
Low-loss Se-based phase-change materials for infrared photonics
А.А. Бурцев, А. В. Киселев, M. E. Fedyanina, N.N. Eliseev, V. A. Mikhalevsky, A. A. Nevzorov +6 more
2024· article· en· Optical Materials· Materials Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · insufficient_payload
2
citations
affunlabeled
Gradient Refractive Index (GRIN) Optics: Monolithic Chalcogenide Optical Nanocomposites Enable Infrared System Innovation: Gradient Refractive Index Optics (Advanced Optical Materials 10/2020)
Myungkoo Kang, Laura Sisken, Charmayne Lonergan, Andrew Buff, Anupama Yadav, Claudia Gonçalves +9 more
2020· article· en· Advanced Optical Materials· Materials Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+insufficient_payloadconsensus · metaepi_narrow+insufficient_payload
1
citations

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