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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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Adaptive optics and wavefront sensing
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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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venuejournal
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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.

1,367 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.
1,367 works in the cohort · of 4,299,418page 10 of 28

Labels cover 0 of 1,367 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 1,367 of 1,367 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
SuperDARN/pydarn: pyDARN v2.1
M.T. Schmidt, Francis Tholley, N. A. Frissell, D.D. Billett, C.J. Martin, E.C. Bland +8 more
2021· article· en· Zenodo (CERN European Organization for Nuclear Research)· Physics and Astronomy
distilled prediction:candidate · sts+insufficient_payloadconsensus · insufficient_payload
2
citations
affunlabeled
MAORY RTC, a status update
Andrea Baruffolo, Italo Foppiani, Guido Agapito, Cédric Plantet, Lorenzo Busoni, Giuseppe Cosentino +12 more
2020· article· en· Physics and Astronomy
distilled prediction:candidate · insufficient_payloadconsensus · none
1
citations
fundno affunlabeled
TMT wind model validation with measurements on Keck and Gemini
Toomas Erm, George Z. Angeli
2006· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Ferrofluid deformable mirrors: recent advances and results
Denis Brousseau, E. F. Borra
2010· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
1
citations
aboutno affunlabeled
A cryogenic actuator for the image derotator on ELT-METIS
Olivier Corpace, Jean-Christophe Barrière, Ayoub Bounad, O. Cloué, Achrène Dyrek, J. Fontignie +9 more
2020· article· en· Advances in Optical and Mechanical Technologies for Telescopes and Instrumentation IV· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
1
citations
affunlabeled
SpIOMM: an Imaging FTS for Astronomy
Frédéric Grandmont, Laurent Drissen, Anne‐Pier Bernier, Jean-François Rochon, Jean‐François Lavigne
2005· article· en· Fourier Transform Spectroscopy/ Hyperspectral Imaging and Sounding of the Environment· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affaboutunlabeled
Multiple mirror control system
Peter J. Hampton, Colin Bradley, Aaron Hilton, Pan Agathoklis
2004· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affaboutunlabeled
Very Large Optical Telescope (VLOT) integrated model enhancements
Jennifer Dunn, Scott Roberts, Joeleff Fitzsimmons, John Pazder, Jean‐Pierre Véran, Glen Herriot +1 more
2004· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affaboutunlabeled
NFIRAOS in 2015: engineering for future integration of complex subsystems
Jenny Atwood, David Andersen, Peter Byrnes, A. Densmore, Joeleff Fitzsimmons, Glen Herriot +1 more
2016· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
1
citations
affunlabeled
Closed-loop control of magnetic fluid deformable mirrors
Azhar Iqbal, Zhizheng Wu, Foued Ben Amara
2009· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affunlabeled
Telescope simulator using CGH and deformable mirror
Simon Thibault, Min Wang
2004· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
1
citations
affaboutunlabeled
IMAKA: imaging from MAuna KeA optical design
Clinton Evans, Hua Lin, Ashley McColgan, Neil Rowlands, Derrick Salmon
2010· article· en· Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE· Physics and Astronomy
distilled prediction:candidate · metaepi_narrowconsensus · none
1
citations
affunlabeled
Wavefront Sensorless Adaptive Optics for Ophthalmic Imaging
Yifan Jian, Kevin Wong, Daniel J. Wahl, Michelle Cua, Pengfei Zhang, Stefano Bonora +2 more
2015· article· en· Optics in the Life Sciences· Physics and Astronomy
distilled prediction:candidate · noneconsensus · none
1
citations
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