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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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solar cell performance optimization
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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.

388 results · 1 filter active ·
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20032025
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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.
388 works in the cohort · of 4,299,418page 6 of 8

Labels cover 1 of 388 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 388 of 388 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Multijunction Solar Cell Mesa Isolation: A Comparative Study
Mathieu de Lafontaine, Farah Ayari, E. Pargon, Guillaume Gay, Camille Petit-Étienne, Artur Turala +5 more
2021· article· en· HAL (Le Centre pour la Communication Scientifique Directe)· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Plasma Etching: an Enabler to Better Concentrated Photovoltaics Systems
Maxime Darnon, Mathieu de Lafontaine, Pierre Albert, Gwénaëlle Hamon, Maïté Volatier, Vincent Aimez +1 more
2021· preprint· en· HAL (Le Centre pour la Communication Scientifique Directe)· Engineering
distilled prediction:candidate · metaepi_narrow+scholarly_communicationconsensus · none
0
citations
affunlabeled
Optical Power Beaming in the Lunar Environment
Mohamed Naqbi, Sébastien Loranger, Güneş Karabulut Kurt
2025· article· en· IEEE Transactions on Aerospace and Electronic Systems· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Solar EUV Nanoflares
2024· book-chapter· en· Cambridge University Press eBooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affvenueaboutunlabeled
Western Faculty Profile: Dr. Giovanni Fanchini
Vivian Tan
2014· article· en· Western Undergraduate Research Journal Health and Natural Sciences· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
affno abstractunlabeled
Photonic energy production
Yusuf Biçer, İbrahim Dinçer
2025· book-chapter· en· Elsevier eBooks· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affvenueunlabeled
Bio-Inspired Polarization Compass
Benjamin Potter
2025· article· en· Inquiry Queen s Undergraduate Research Conference Proceedings· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Advances in Cell Carriers for CPV Applications
Osvaldo Arenas, Simon Chow, Louis-Michel Collin, Jeffrey F. Wheeldon, Christopher E. Valdivia, Artur Turala +7 more
2010· article· en· AIP conference proceedings· Engineering
distilled prediction:candidate · noneconsensus · none
0
citations
affunlabeled
Plasma etching for III-V/Ge multijunction solar cells singulation
Maxime Darnon, Abdelatif Jaouad, Mathieu de Lafontaine, Jeoffrey Belin, Boussairi Bouzazi, Maïté Volatier +3 more
2016· preprint· en· HAL (Le Centre pour la Communication Scientifique Directe)· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affunlabeled
Micro/nanotechnologies to improve concentrated photovoltaics systems
Maxime Darnon, Maïté Volatier, Mathieu de Lafontaine, Pierre Albert, Clément Laucher, Gwénaëlle Hamon +5 more
2019· preprint· fr· HAL (Le Centre pour la Communication Scientifique Directe)· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affvenueunlabeled
Organic photovoltaic devices
Ye Tao
2011· article· en· NPARC· Engineering
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations

How this was built: Screen · Findings · About