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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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Phase-change materials and chalcogenides
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Abstract
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Study design
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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.

267 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.
267 works in the cohort · of 4,299,418page 1 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
Optical Field-Induced Mass Transport in<mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" display="inline"><mml:mrow><mml:msub><mml:mrow><mml:mi>As</mml:mi></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mrow><mml:mi>S</mml:mi></mml:mrow><mml:mrow><mml:mn>3</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math>Chalcogenide Glasses
A. Saliminia, Tigran Galstian, A. Villeneuve
2000· article· lv· Physical Review Letters· Materials Science
distilled prediction:candidate · metaepi_narrow+sts+scholarly_communication+open_science+research_integrity+insufficient_payloadconsensus · metaepi_narrow+sts+research_integrity+insufficient_payload
128
citations
fundno affunlabeled
Roadmap for phase change materials in photonics and beyond
Patinharekandy Prabhathan, Kandammathe Valiyaveedu Sreekanth, Jinghua Teng, Joo Hwan Ko, Young Jin Yoo, Hyeon‐Ho Jeong +34 more
2023· review· en· iScience· Materials Science
distilled prediction:candidate · metaepi_narrowconsensus · none
108
citations
fundno affno abstractunlabeled
Evanescent wave optical micro-sensor based on chalcogenide glass
Joël Charrier, Marie-Laure Brandily, Hervé Lhermite, Karine Michel, Bruno Bureau, Frédéric Verger +1 more
2012· article· en· Sensors and Actuators B Chemical· Materials Science
distilled prediction:candidate · metaepi_narrowconsensus · none
82
citations
affno abstractunlabeled
High photoluminescence in erbium-doped chalcogenide thin films
Jochen Fick, Émile J. Knystautas, A. Villeneuve, F. Schiettekatte, S. Roorda, Kathleen Richardson
2000· article· en· Journal of Non-Crystalline Solids· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
76
citations
affno abstractunlabeled
Amorphous selenium as an X-ray photoconductor
George Belev, Safa Kasap
2004· article· en· Journal of Non-Crystalline Solids· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
69
citations
affunlabeled
The promise of phase-change materials
Behrad Gholipour
2019· letter· en· Science· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
63
citations
afffundunlabeled
3D-printing of arsenic sulfide chalcogenide glasses
E. Baudet, Yannick Ledemi, Pierre Larochelle, Steeve Morency, Younès Messaddeq
2019· article· en· Optical Materials Express· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
59
citations
affunlabeled
Hypervalency in amorphous chalcogenides
T. H. Lee, Stephen R. Elliott
2022· article· en· Nature Communications· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
47
citations
affno abstractunlabeled
Electroded avalanche amorphous selenium (a-Se) photosensor
Oleksandr Bubon, Giovanni DeCrescenzo, Wei Zhao, Yuji Ohkawa, Kazunori Miyakawa, Tomoki Matsubara +5 more
2012· article· en· Current Applied Physics· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
36
citations
affno abstractunlabeled
Lucky-drift model for impact ionization in amorphous semiconductors
K. Jandieri, Oleg Rubel, S. D. Baranovskiǐ, A. Reznik, J. A. Rowlands, Safa Kasap
2008· article· en· Journal of Materials Science Materials in Electronics· Materials Science
distilled prediction:candidate · metaepi_narrowconsensus · none
32
citations
fundno affunlabeled
Kerr spatial solitons in chalcogenide waveguides
Mathieu Chauvet, G. Fanjoux, Kien Phan Huy, Virginie Nazabal, Frédéric Charpentier, Thierry Billeton +3 more
2009· article· en· Optics Letters· Materials Science
distilled prediction:candidate · noneconsensus · none
32
citations
affno abstractunlabeled
Dy3+ doped GaGeSbSe fiber long-wave infrared emission
Florent Starecki, Geoffrey Louvet, Julien Ari, Alain Braud, J.L. Doualan, Radwan Chahal +4 more
2019· article· en· Journal of Luminescence· Materials Science
distilled prediction:candidate · insufficient_payloadconsensus · none
29
citations
affunlabeled
Fiber-integrated phase-change reconfigurable optical attenuator
Tiago Martins, Behrad Gholipour, Davide Piccinotti, Kevin F. MacDonald, Anna C. Peacock, Orlando Frazão +1 more
2019· article· en· APL Photonics· Materials Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · insufficient_payload
26
citations
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